{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"outdoor_stonerock\", \"score\": 0.375, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"Black\", \"dominantColorBackground\": \"Grey\", \"dominantColors\": [\"Grey\"], \"accentColor\": \"4F657C\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"sky\", \"outdoor\", \"man\", \"person\", \"nature\", \"shore\", \"highland\"], \"captions\": [{\"text\": \"a man standing in a desert\", \"confidence\": 0.5157929062843323}]}, \"requestId\": \"fff55846-c221-4b96-88ae-099b1fee8674\", \"metadata\": {\"height\": 420, \"width\": 600, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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uN7+FeuGPv/MdXt1tzKczqo3LRSilcL10WjMUXmvl6dNn/OIXv+Sb3/yYH//jj/n+97/P3/3d3/Hhhx9St43rZeP2ZuZy/4on5xPPnt7yB9/6mNevX3NzOvMv//IvfPvb3+b999/jW9/8Btu2MU1/yK9+9Ws+/ugjXjx7zgcffkApE3/8h9/i9csvKTnRtsr52VN+/atP+PSTT/nz7/852ivvvfecv//7v+d73/0u6/rAaZp4+vQ510vlcn/lV19+yueff85f/Lsf8J//9v/izz7+LhY5d+pWEel86w++wX/+P/8LicRHH33EnDP/5W//lr/+67/m5nRinmbqtvEvP/0Z//7f/3v+4Uf/gb/6q78i8hcpJ95MGP2/Mor7FRZ2lzUGuS9yJGphzgnNvvR8gysunXH5hdARFc9sqnFDbj06wWcZh1h7SEYidFNqDwNkqKkOaQbQzTgigpS0J6RcTiE4l+TIq3fIYmFwkkyWhCQj9QFHeRbiZEc3pSSWaaKUxGmebJOkZIYqnIccCWbI7JnOCOHC3oWBPH7LMCADncJOLxjfaZnC7pOsPidmELtnqpsj7v1z8pSZBDYshF7Xxlo3c2KDq+y02tlqZ902C3kiKZKEqp3rWh212jM/XDeWZbHMZvcEC05V5OSZWbVQ9bxYEmytZBHmeRpoTnt3jjVxrRtbM8dWciEnI/GbKiqQEHKZmEtm3bIlAA6ypGkyND+XzHmZmaccq5mpJObFjaUY8dC6UOse/guJ0zxTW2U6yEVEEtPN6ZHSwSiNDCkSL7bmU9rVCbFmAwmCkktGuq3LSHq11JgmC8dVGy/ef87dl42H6+qOrlo01Sp1W/nkk08pZUYVfvzjH/PDv/gh27axnBa++73vcj7f8L3vfo+7u1ecnt7yuy8ebI/kxLZWfvD97/OTn/yEP/7j7/BK7nn1+sLleuG7f/JtfvnLT/jwgxeUPPHy5T3Pnq382Z9+l5///Od89NFHvPjoQ/6P//g33D57n7vXr/ned/+In/3sp+SSWNeVeZoRoLfG7e0T/vGffs0HH33A3cOFeZ5YTguvf/6a29tb4/rXlQ9evOAnP/0p18sD1/XKhy+e02rl/v6O8+mGp8+e8tlnn+FwgM8//5wf/vCH/OY3vyGXwstXr7lct7FPcp7+zaEzfK1RlH2B+GaMTZ1TGlmnx1zJPvm2ANLhRnYOKa6UTBsVW1+wsFck+aZd2bZqhqkLW+0jURBXrZ3LaptXuodm2biekrPpm1IZVEBkBXMWR5Z2GXqK8DU5p9kHas3FQu9SCss02aTO09gAcY17kx2yCy4L0F3m8ib5u2u99DB+b7zn/mLEf9/4ZkPQqh5iq/GWKRlHnsQI7CDdQ6pjsyLO4+331fuuH9Wu1CrmfHxOU84mvZGQsFTW1ilJmHJiypkyF6ZcnCs0zjdnM144IpqKobU9a58dNSlTSqSleLYzAYUkQhWThHVHaGWemHK2RGDKKDbHp2UywyjCk/PCNGVa66bpLJl5sshFEHqvZihQEGWaEosWJAtNE1kivN6Rrarth5TEDXLMn82Pijgt4fKmcNAx/xiPZ3PQSUmZZk+0OL99eXjgm9/+Fp/99lNOc6FQ2e4+N0S+XTifz5SSWdcL77//gu98548sEToVUp745NPPuFwqn376a54/u+X9Fx8a+Q2UPPFw2eCLO37ys1/w4Te+yc9+8Wtun77g/lJ5eXfhx//8U548fcpvfvNb5ptb7h4e+OLll/zTT3/C6ebM5198SVkm/vTP/oT/9Df/iQ68vLvnvffe4+XdPanMrFvlL//dX1KmmW1rzMuJzz7/ktPpTG2Nb33rY3784x+zbSv/zV//10y5cP/qNX/yJ9/l5atXfPH5S771zW/xF3/xF/ziF7/ik09+w3e+822ev/8hv/z1p1y3iorw5evX3D655e7hwnK64e7+geoO601J0dsueRuc/F//w99qcGnGFx2vx7R3JEgcLo2kQCQo3ryho9ZJnLuzhInpC7faua4bq4d7yeU3l3Ubmknb3J11a1zWzXRtWHbakIIhgSlbKGWfY2HcsiyuiRMLD11mYBnIbrKjlGjV9I2BPMpUmKeZ0zQxTYVlLsaiHRzDkUPas3RpcIbJQ6kYQRu3QHRD8GNbxdLpHlr9a6nCkEG0Ru9iekDPxArBB8frsGzqZpKSrYWgfKW2Ts5lZDFr3RNk9jlm/KpzfM1RZEXR1nCZG0sp3J4XC6WTPdu2VbZW/V6EulV/f9MYzvOe/U9YNlg822O0SDNnqMq6bqxXdeG1utB/516Nt06UmK+SmIqFmeJavpwzxV+Dk/+1VTYX+Yce9Lr6GPWKtp3SgV2aBAwHUkoZusPsGX0k+Fkdjr+UYgiy90PSCouapESKEVV4eP2KZSqsl3ue3J4tFMTm9v7+wosPPuDh4c72ZxJQS8i9fPmK+fyE2kzn1+qVj77xAb/97ed0KeQ8odq53L227Dqm1piWmfNyy/X6mt4aZVnodaOUwvnmKdf71/RaR6ba9owlY5JnkpdlYdu2oTJZLxdareRiMrXWOjnZ/nl4uEPVaAoTd1tSbp4m23cpM5WJy/Xe5jtPiGSu64WUEqflRM6Jdb2MRJmqP/O28uT2ljItgyOP+fsf//v/9vdaxq9JtMxvIJTgnP41komMqjONiIacxjZ1cCqPVer7OxsK7f77e2VHdYF07cq2mhD7el09YTJ5+NKs6qbbwpMUaX1buLHQg0gvnrnLnmwx8gb37gCGikS7hzfFM1pCa4JOlmFPsTHC8B2U9kdi14ziro07Gs83DZyFqXEfu77qjdyMfWyM9UB3zRFZ9Wg5dJyWZDJtX2Vbt5FMst/pLlbeHAm57EYNcUdCrLbG2o2rbM042YQZgClnSs6clsJSDNF1N5jGIQ4hFblEJZNX3zjy6r2ahi5FssFZbE30ZCGYpIxIRUQpWViWSN7Z5ycxozeV5MkWm9ssnonG3XkgNd0rRUwE3XYn5g60pOySI3sCc1R9GMaUknNgrpYAWqukJC7HsTUpnohaXH2BKGXNJmuzBcBOVblE6dlz6J2bJ08Mdbrx0S6cbm949dCYp2co1ZJpzYDFdH5OE2HyRGjrwq8//ZyUMnmaoNv6Wc5PmIG6NRZJxod24cn5CUhGsycXfc2dbm6N8wRqq+RU3DjaNrpxLvB0Oh/syI2tFZf3GYVuz/l0XmylJgbSlhSJpoT2hpBYbs62FiTRa+fm5sZ5YHNQ55ubw/6zvRTu5U2D+HXX2yU5Ux5oMB6mtT5QzRErxkTGDR1D0J133N/LNpktrpQyOUNz/Vl1sWpzDyzAulUu68q6dR5Wk/rMc2OZZ+PKsrA1kxmUlFBJrOvGUfoiKcqFIHclNWEKDovIFPpnetXAuhqCyknoqdMryNWSLbNYaJhTIkvevScuqTnITWLzxPPH1zF2QfLLIflizqEfxswNpqojWh2LaJrMEBkYUbbavYLHUE9wjCGU7Z6UErEKCc19hICG+hO1qZd47vMS6yCJId7ZEXnJwbVaSZtxyAUoJqvAuLd1M4TYXRJVimUGQ3qTnJdzH+XG3oxb72LCyMXkN+dl5rRY5j8X+1xUmVwUb+WBtqkjuw7GQ7ceBlG9ZNEVEM4NGyfqelSnKkrKdB/7SKaEfMgE4LjzkqCwbV25WErYKajuTnqaZk/uMRQXrXVEPPpIE+rzaFIyE4i31lExjeTWbD9Bscx+LoPvXDczKirF9LJAG7pdULIbcqNFtDZyMdRmQHfPDFpEBPQKwJQE1Uby10QRhLjeNdQKYBrFeJckQSN42iHttiTnRJFEkgJ0py9in9gvlRxlluI0hqPw2DwjYDWtYtf+aL993fVWozgU9P4A9EgGhKaMPTtg04qhQsP4IbAMUtkeTEYo1rqCdAqGHEw7F+VVFgL6zD1OGGC/v26bhUklc5oLunh9KSYxMcNgNRYWsthAbdLJbtCWOZMd2eSUTBjqgtyuia1WUq/MkxmAeUqcTzPn02Kbz+uOkxujLELTxt39AzlnzucF1cR6XR+N02k5MQXcd0N1uVzGGHXtXh1g1Tfruu66rNOJZVkMoaTkm9s2A47WU6ouU1KmPLGuK5fmiGnKVEya41NGSUIXsQy+c18ioL6ojxTBoEpQ5pJHpjynxJRNtBzGVVXRos4TZteaqs8LkJJVr9RudeVeJxzlnYZWcU9hNc+lFKYyc/YETSnGcZoRSVb2d6RsFFLvpmV1OiGpp/y6OeBIDKGMsQ+pWK3KPig8UhXEHCZRSonvO0+pDZI69w7iDm5TJWsi9TfpkKCcdnF98v0X99YGneIJp4H44+u9RnmP5h5TIREN2LWXBdocu8bVNcDiIYurRR2tRTTmcV3M88Ec7Jw5wwDvFkIPL2T/QgHdHbshRnU+/l9LakLxErzwMQLjqJfV9Ij6+Lrr7UYxsnLafbHsoW8M7vEaPkU88yrH7+6SlK5mEGtrQ9S5XU0717Q5soG6RSOHhmLkuCrcpIXTaWGZC6fJNoaVIoqFD1vl7mE1fs4TD7UpKRCaWpmYJYuiAYIjXYwcF7WF0OlkF5jP88SzJzc8OS+c5sknI+bVkFyZJmiGLrbeuf/iJZfLhevlyjzPtFqZl4VvfTxRJNObZROv15V1XYkKot4btdUhV6qtITnz5OYJaSpsrTEf3K2o+nrq1hxAMiUBZWaaZi7XjLy+p2tnmRemcubV3QN39w/0PrF65UZSk7qYw1NK2vHOriuNFa6Da06iZDHJTfC34EoAVZdEFEsI9U6tdt8drMZWykDLkbQyxO5s3OQbzZHpMk+U4rXDUz5QE8k3xEGu5RFOiNbNSIkjmeZC/H1DtajiwZwj2WicHvsAJas1ZBjRgCR/RkNcwVdrt+oKdV56jMuhzDGu3oNSCuNqzmMYtwP32J3fVbVMf+9qFTKH+9RRQ7yjvVCB7ADm0KBB9lLDlN/MIfiUi6CjWJthEIPyeRMn2ZyE3fB9Eu91pNJGkspq3ruEAX4c9u62Rwba7qhHFoEG9wj2aAzf1Iv+vutrGkLs5rxhIQIeVsLjcDBuRaOwHPXyLx/oMVpWo2pyGGFdN1TX0VwCgbVa9xJJAj3RewXFFmhJFDJg+rNlmkglUftmGrzNjGLr6uV1yYyLL0KrR/YC/iyjIqV4Z5skdt8pJZaS6WqyjiLZQuSSKJM5i3VbB/fZWvNNfCXnTG2N+/sHULhcV7oq9xdT4Tfgl7/+hCdPbpim2Usig6trJjvpe/lihMBd4XKto2rmw/ffQyV0iZHIiHKehnbjX1+9+pLejYKwrOyJm9PMVODpk5n7y8ar1/fkKqxr57r5hpVIXPnqZO+WEotVxKpDJq8QKTkytHYbk/NPUaUA7PXPzVHAdEQ1zudZkI9gNEvCQugkwjTPzFOhTF5GmUxAbnXh0DUZ59mbV1A0eiRQ+l4nHpvG6IS9SCE4RrsX48PnYmFaH3zxvj+CT04+Hq12tuaNFzyWEzcaLYx1txp29FBp47tIh/HbEamhLTdm/vNhDEMC1Xfj2V3PeQQqdr/HMFI4cv0ihmbDkXyl8VDFS6PRA3qMZ+rhRAeywx29Gyg1I+YfMJzPAFJvXG/ew5v/tufd5XVxi6pt/PyY/+hvOKKvuv4f6BRjLr7C0krYfzkaabuJtleXtNZoWtHu4utqxfHXdd2lIjbCDs8VvARv29rg0gwRmgG5aEc3r2hp6hlE+9UQfEe2ehhx5/B6q2ybTVDOs+nWvKFFzta+DPoIUYMTQpJlYFsjmiyICNu2sV4ulnzIiRfvPaNWy6ht1RISLWfWdePhcuH+slKmyYzgdh0bJETP8bUZPBvou7sLJRdKSdzf33E6nd0oV8SzgYrStsq1NratUjfzSmuFacpM04QobNvGw2Xl4VJ5uL+YJpBkerFHmj3jWEfYGxDOw/zeBTxEqc34tyRWx2y/vHv3QMIlF3qyse+tsTXjqUIgLQJWXmlIo+vebSUXa3hh2WVDxNEYxKiZfTOMVmwclmbsScJY4JbHBf2+0VNyWgJrsxWJGngMCHY5UbJ7SK7fbIbWbM11ku6/01XRVocBUjfojwDGARWllEjkcfNW+uqvDcJU4il18HXH90Ci/lm8uCJQrjfvNT0AACAASURBVAMQAbK3/IoxiT0dcwgHGksGzRJjildHidgejpZ8qrvNEI1w2+4lEZx/0DBuJJMMJB4O6xhtx2TauvTOToB2S5gNN9N9spURjbzteqtRDFlNH2/0r7Vz6gtpwHvxUjlVQv8WLZjqVtmaV1Vs1t+wt24CbUyNv4V378o0TZZRJAyFWD2oi6i33mgVD4nEe/05uujNxK2tWeULSukZfMOdThNPb29QPHvoCzpnWBZDPNAp3rRBHe6KNuMHnbcoSemiLPPC+TS7R9fxfi9f3/HixXOWMo3WSPeXC1++vGPdNu7u7kxLhYVYlswQf942FoNtYjMoF72AwMtXr93w2OKZymNepXdG7zzrHgS1Jn73ufLFl7ZIWlPWrXN5WOneS3KavVRNrDeleu10rZV1VLfkwdMGPzx3k69Yb8RAiDZ/ZuAVxOZnyomG82Ber6wempako08k7B2K8PexEkhx9bqVEcayPGpYw5iEEYLd2KQuSA79phnxLkA2Ti24x+Z9HUXUUGlkUMUSdFOyGndN0VbOdZ3utE2TGUZD/fMs6uoSYavtWHP0YUSHHSI4MpEee5sj1wa4QTkgMmtn85V7Gg/9LSvviE88IZgSSU0JImIJxP3z5cAfykDMKo7AgvOLMNWdkkiUxu6qgqMdyQdkiQ9H7HEwMJIPGulQtYyoCED6sFc7dWKD9Sg3Maz377/eahRb67ZR1GB/aOYiElb2ygUltHTWQ6818+61tdFUtHlfvet184ajAfN1JFi2rtb7sDZKVe9HaAPTOmy+6UIqYveUKVNm3VZAHQnZBBaBRTK1d4okzvPMPCfee3rDzTJz3TaaihP2cHNauDktbNuVbV1JWqyszRMd4KSzBEdqEzGVwpObMx+8/743hbWw4f333nNq1UvtWuU0T7xOwvXy4F7eNnYP9FyrsZlHPglB2A0Uviw3IPSVqxzaJuH8jO4oyvcbl4fraGJhZX5Cx/RmtW2kBOdTdFDxhdWVu8uV9b6zXldzhNcNxEJb1BsFn0waM5VsvJ/XREcyqkyJuVh3pLFJZc8iHkXwO7e2b6Korw60ZPt+BIljrIKvsQhnD5V78/HzYbImxngXlzDCiYnizSm6dzZSpwZibKMpajiH3fhG8sPG3BvymjUfm7uahozR9k3jPqPxh3OobuRMsaCDzoj9J4fwMypogEfO8fjveM/xmbrzmGOechoGecyEZOdMGQ4s7kJQNPi84AJThMO+VuVo+OIe7EkiLx2LLZbAMex9xAuyGz7GEj30PdBwjgdnrIGw324Q4WuM4lrrQIP6VW8o7lERr0e2mtdaDRlevBolvGX3Bbtulm3s3qgALHVf3dsEJ1E3C0/xDbz1CMMrqSXnfmCehSKdm9uZ0zyRcuHu/gFIZG9w27tV4SxTYVkyN/OE9sZpLnQxTdv5PHFzXqzGuAnlNJvkYVuhNxJKmaJnXvIM90ZKmXk5EQmSjgl0o71TwP/e98YLKQnLPBPdt1tvPFyubKmSknOKfQ8bUOeM6CPTvfMjVgIZ3bOPPEosim0zcXvKechrJBZjyszzwjzPTFp4evuE883Z9I4K0aqrFCPZXwsubPa6au+oXFujaaHkjurKMm0sRayULnnvzJrQWdECzZ8hhPMWIuKldDKMYfCYwB5GGqwELxMdG011SFjCoESEUwdXar+HCCVl07ulx0aEriNslpQHN9gO+yAdqrpG1VNKlnFW8e44ZRhLQ8om2sYTint9uI8z9uWx4304t2HwOIS7qkb3DF5wb2xh4xcGddfwxZoRwedlN1iB0ELKhKqHwvtrVAKMEHjxECn6u0voExQ9UFd2jfh7GGR5k3d74/oqY2bSp9Dp7igwWtn1vlMI0YNS2Q3p77u+Bim2QdbuwYfs4TIRnsHWAgk11rVyWb1youMWOkJgX6xhvN0/qngzhm66wEpMskkzUCV73ak4UkuToZxlKrz/9MSL52eSNBDh/afZwlC1kCCmT1uUUHUvMYSSTWZhSMwqG8wddrZmPRutAYBpsVrrrHU1HV/rlHmiq7q6vgxEEcLpWisP15V1vdK6Gdbbmyc8ubnxutlErSYmz88KD/cX7u7vB9IILV1wR4rzJsmNRcyRYvIRv8LgtG4t0HoHWh2bOzil5XSiTGfrlJ4n5mXyIQsNGKhmTr3wImdulsmMojeCba1zuVjm/DR5j8hkerJoDBIC7tat8W8gqaAUzDh5FcuAQrHyPDsZ6GIgCWw9Wk+7ETmMDerOJAyk1a4XUvE69d7GJkIZmx61xBAqB+MSNfzBVfZHBjflQN7mMEtKY4+oKtnXTdAYMfatR4PfHRWGOmMvEbRH3modj59yRjycTzl7WL93MzIb5L0zPfz8qmRGTpZkVEdoKYxq8Hwax17sihILwnx/api0CGsl/s8RIca1J3V25Bo9VL/qOnK3wxmJGDJVNQqCo9F0U9xlj5RiQQ1e8e3XW41iPWZAfTNapsvbtNcQBXvliWe8tmoh8LYd43yGoRi6Jd1Dv+SfIZ69yrnYZOfDolSltp030o5ljUsGUa7r1XSDYJ2iJTFnYZnEG5Iqa+1MxY4J6NpZFquJ3bbNwta+QVfU6657b5RpQoG1bqzbynXbWGsHFW5uzjy5OfHivWecTyfjioCH+3tevr7jWhuv7+49w2zJhHmeePHslnlZ2OrGtlYeHi4gfdTRluTGX5UmLrdJttCUjibT/AlxZor6kQdHKYpnBLtVWAT3FsG3jXPmnDPn84nL5crl8sC8FFI6e+5hD0lzyZyKcD7N1Nq5bitrrWxb4zxlRDJTsRKteTKD2mofNEz0gFz9/JxAhPFUrXe6WJnmJOVQbxwNh6MGOpys1b3HIg9DFYhzfF+VhLLM+3JXVbqYHIyuVjlxQDTqmy9sc/uKraSqVO1W+dSjX6I3v0h7GPhIUoI5pBD5WzPZPRT0YNR0vgocJWMOI3tXtJlcaJryWCsx5ynbsQkpO1LtXj2UdjF73J8klx3hYe+gLOx+olQvAAT0QzOV/uj5IrLZx8ffz29f34jJ3zSYXzW+x8uxDQPgqGmQPRx7tPYDEgca3qnE3/95cb3dKLZqyYuu+/km7s3iEKatVq98iK2mw4AhjPM4xBMwInhGKhIEjAcCF4z3boRvMqPYu8H/3hVdvcDbObXoh7htlVdaOc8TU9q/jyqXy4bKlchC9qqsV7GGoVlo294ea7PxPfCnysODZWYj451L5v3nTzktC8+ePuV0Wrzu0umB9cq6rtTaePX6jpev79C6+cTaIv/si5cIMLsIW1DatnmiiaHn095Ne+v3Hvd0RCGBXHYtXhshW8xFZGYZs2TcUS6J29sn9N64e31Pa52pvEbEyyg9aRBZ9pwj8aHMaluoSOJmORFEnYiF6QO5dQ5N4Rj3Y/XN7N29CSRjFIGV9DnKP9SO46jdjG49rK+v5oyOxi4+H2yT1tY8W6njvpOIGaVhKBjh9XHMj59XdT/rJ9PwpvOHz9253rhyTpyWmZTyOGjNQmevn/axCaSjpMeVMqKomsZSUmRtTbqWBufN6ICUR5QlHChAW3/6+NkeITmfJ0bfU9u31j1qH8+vGuNH/z48/jCGgehFfu/vxustQtqb9cbnddQKSw73nPBEsb9tNEOOhPHbrrcaRWsmKuMUvLo13/b+4VHT6QZtlEr5wE8l7VUb8UCe6Y1T42Kri4QA10NybxY4aoHVvOo0e2NZdLQclwSdRKvGJczWA5RZorlAcDqd61Y9nFde3V0MqcIQ1saf1u0cCRtYC1HON2dmEV68/4Jntzd2+px7eMvOukESQcrEZX3Jw+WBuq2jXCq0iL3F+SNXGyOX0ySxSogepXm1+fkju+eTfe0dCOjdIA75gkQpoJBItDh7A3sTweROrXZUN548ubEwM0883F/4cnvFw8U0lNM0cz6fuL09H8rALBEms4zuN9U7oA+NoL/O0J4t4eMpcKrW+g01h2hZfzfyseEOBsnowN0hxJge5+7oMN5EM7tBZGzETiQzQDwbFecH5WFcjgjIEKtrpHG9tu2K3kf3osf3NmDOvqlhNKZtzSpu1s3GT1IiSustAde4rtYyLDvVlLxqbJqyjxtvGAwHKiIDdUf5pKRdoxlDEZFcwONHYxYNhCQa9ur4G/a/rffqjsqOUaKORKBXvY01bCafmL+u410fgayvMGZjz0iUvvq9qA6ttKq1/YuqOH3DOb15fW2T2TgatHfx8z12PjGJSStM56RIFZeUOCkuu9wljH/y1lClhAHsTuIXQKjNytrMIARag5DL1+4nqWGNI6fQhon9/frhQk6JpzcLT04TSxGKZ21bNdTStB3CepNnIOLVAGaoJUWTgo6kzrkU1+0pv/3tZzw8PPDxN15Y5UtXrvcP/O6zz7leV2rv3N9fqHVDUM8i2wIOPrZKZkublaiJG4Sy9wKMbuYNR31xfIBh3UdIpY3jW/2zfFGJOjp0dK8jnov/JLZN+fLLVyZ/mjK9N16+ar4Rt9ExJqXMzeWG67px9i44Nqc6nEjyaMAOaXKD5BxUZNfH0a5u/GrfD1YqYiWXaBsYrSsDDcbn2YY1J5lzCKB3VcSASODZX99wvpqCDor8hiGnNLbKCFc98UFXVPZSuT35sSOk5A6oY5YyHQxKGMWU8tAHWlsxex+nb53fE3oTR8OO/reN6+VCU7zlXWT4C/vRvDtPKUSltY7weAip1XuHJnm0l8VtoeT02PSojdk4O+lRt6xdbrOjsEi6GIcX+mPQ0RR5JFUkEG8YZnvnVB53/Jf4Rfo+XwdkKUMLGRGH3VdEE9E5PgTeXxdAv9UoXrdopbQv6PAC1q7KM6o9UIoezkeB2pWUo/u1c4O9Wev2Ykbnmip1sw4llrBprLVSGy7rgW2tzkElM2i9MZcJWuKKert+Q1tdoRcTJrNkJFlHkJRgniy50NQ6uGzeFkzVWvXXZkF5cl5smhcu1yuX65X7y8txnAK98/kXmXXbOJ0WWq3UdeX+/gFVuK6Vy8OFaClFtwztyLBGmLG7Q7uPzSxY6NvWdTNt59a8NZgOo2pGwMZW+0GG0F2q8hUecbRzs3+RkiWCrteVXArzbB1Paq2HDRNaMyf5xY6CRRw1KKg2UoIyxTk0hkiX2YxWrZ271ugSdInCWEvGo2bZW3nZ+mokb0CoutM3kdyws6470l18zI4Q45hZ9XuLzSpuiHpVenVujD1BEGFpHGhlz+4oUQ6Sj9bpuhuPAqhWczNmra2JgQjRQSaJIs2OGAjKAMx5bOP++kCIqmAKMHWK43xYN3HEhZlhRYYRDiOT5dCgQfboNJXDKYYpOW+5h81F0mGNMCzIMO5Wu+AhtVWoyOjhue9/1CM5H+MY//G2B8O2n420J2HiT7Sb+7fwjwOhqjxa+arWj0B1jzjfdr2dU6zdu11biVTotsLDjoDdPzg2kfphzF2xOmD3/CkJFLFjgnFv2AXVRByNuG1WnG/nRYtpFsW5VDqZzO3NxPOnJ+4fKi/vrzysV5CNnKz072YqvHd74uMXz6j1yrptIzSYUiFrptWGipGk1YWsgjKViWmZyNNEmSbOpTDNs9+b8YK1mVbvZz/9BctpZpqMh6q1DnmNoSHvtt07+Q2eJItnQ4Feo865+5ibJCcyxhZKh2E4SgtirMMr9mFEAD+0YL8CIcEhVMK8f9NG69UM6oGwjkRYKcU60WTztutagcjKm/mtzQXOh0axvVq2e5nCkKbBcUVYM5Iiwwj34Wgj0dJaSLi6H6AWS0icIonN70kH7CgDSd4Que/lfJaU6vTq4zgMitf7H7R+Y6OPoXRDeeB1o3Qw8IywawFlUIl7N51jMme8zt750XyZs3OlRdoNHER0JiT6+H4O3lBkcISPmzo/ph1sjTxGyonduIzxPBorP/ca8M/fHVJwyCDuLHWs1QDfMTa74QunE/e7G+UAEdoPY0lMVzxLzNOBM3S0eHzWRGatG5fL5RBmf/X1tZKcNhCDE/Yu8dCYSj2GCEeNnD1IV9DaByKYxUqzem/0tQ/0ExnUkjPn04l5mUyC4F5VkvUJnHK2sHgSMoU5Jy5r47KuvPf8ltubhWWC928Xen+wEjsX7Q5k65ly4xfSOAAriR27GgZtmWcrb+uRie5s28bdqzugkRCuD1e2q4yQTdLqnE0iMqWCy4o4LBRVr/u2Z9+i8ieytb2NEK33HeVFUkIdweHjHCvm0YLv/dFnvlnfIF7XOyQV+pibE7GOPMWbg87TBGJJrSj7282JkLNaIia1g1ETE3F7w19EHm205I5jR6iPZRz73z5+vVM9ERUhsWXto0WcdSrqLoVKObH4ueUWOuPjaT06W4c4Y1wQNEOw1qF86HR684SEJKuPP4y17RNxA22VULXtVRVjTlwcnT1JMfg/2d8nxlRScqR3jCrCkVXIVnky3lM8uSiRZAlD+2jGCbpDNbrg72Nsr0i7wyGOGfVnUHsGawkHSnPLHuspXm/8XVSwDxQZiPhowJDRwCLe45joOa6B/etDxUqAMPa6fNvVHNY+VvqLMM97w9nfd729IYTLAsIKZ2SUyakbyZ2H2Y8JUHVU0hjefH/PNDrjiEDK1gwyZeurZ3357AD03qGI0JKQSoaSre41Z4pk0mwtvZ4/O4E8oUxi3UtUuL9/QJL1WKzdkg4pWbfhRkfFCOvhocV61YkIc7YegNZPUrnUxrZtVmt9uYDaqYCt2+lywVWGbVLtfipqCHUJ0sQQdLfkwxCUatTr7h7aMufZs/rBZ0W4F2O5HzZlc8DjTXhYSG8mIcQhjFhst4dXh/DeDmqfxlndcXCX9uSUkVeBqIXSPSdq2ruSiAidjrRER1xC1B8dIpTFkaI4/+MJGjABvBk6ywpvm/fYbNWTdu7xlR3xCZ7w2qVI9P2eDGmaMLqrOF8azU8NkU85M2VBmxmOKWcrAcQNScre0cnnQoSejBqK2umgRIJbbQbJvA8lJIlmtpYtNi1gHk4h+5g8DiPdabnAOmdrXZfFugXl4KRTHoix6W4obIE+RmHCoTyPXThv60mHhGdollWg+WvE+L69woUDyoZx6iQcjKBaF5yDdAfZ90Fwg4/0iYOSe3xM7DH7/+jfys4jDlCxr/2oTPt919trn7tlQTeX3IQYWHWXrBw3m3jLptqU1cPsjPWcK94NOZV4IPeCKszedSblxJTMslw3z0iKcPajVlOy8C0lYW3KthlHs/jJgNumVBGKCNKTEeQqRoJ7BUoqEyVEz+AdWczDnU92pkfKFoZMU7bT52479w8T63Xjdc7cP1wMybVjGV6EtYxJD7I4OtzYorPwY06mw7QT8+owd243oXsTClVHLm7MD2HteD/3mBayjiWCBUPOAaWEDB5MfCNEwsINpMugok+jZTgzQjJDCKPDyVhgapxcSt5irdu8qsf01umo0rOS0kZ0IEouNg6EZ52y/Q+W6BI/sL7kbM7ND25PIognC+zRDycldlMSJAnRurJWD8P3XWjoULvPGy7pSKaw6Oq8nZBJbrD2cQOr7KGbwUgpkXtHszW/Nf1sNC7uVoqJ0hp+3KswZUipkkoZmr+Wqq1F1092VWgNRb1L/MRUshsumFMZSo6Y/5SihZkZyaRC73sG3Y5BaHbOuSYk2/ypGJUFUb3iK6Uf+i26gRxZa9kLOcIZiyPqkM5070twDG17D93zY0QIlkhNkkaEuofHu1ENpLfbQx3GfrwuMs09IgSLhP4t19dwis1PdGu2ICM+T5aVDWFuzplptg7CWTpb22i92tnMKSNdKdmIeBGsAULZW8Mrlk2zs5QxBCCCCkNtH/CoB+ekIMkOzlaJcisfn5KYy4RqM6OSJLT2pJSZZdq3h1i2d5kLN+eFkt0Li4xzoUWE957ecl03Xt7c89lnX/Lw8GCHoXti4yie7Wqi3t47ZSomq+nhnb0Fvy+ubdtczKuPdIYDAQYK4s1EyTHE9JeqjORE9/Av9IhWcZHGvjY+KI/3SiYMBAnjlA8LNogx67zcdUiMnU30DjrNxXmiw1hEaNq8048kRxZDJ2fRwfEIgYEGREamtV/WUb5n9xsh4hE7G72QckaKNXE1Yi4ogh1R2v9c7jV0kvtzVLwjk7bDGMBUQJJVeUx+8JWdtWIoOufi89gREqlkUvVsfHa1QO3e8qwwTRO5JNfJ+tpQSxS2uhFG6nptTDkzP3/OPM0j07+1ylqV+7t7WreIJvuZ0x99+D5Pbs9c1pVXL18zLzPvPb9lmmfbJ4R0x+QyPeiwrkQdm7aV4P52Bxxc6y4Vi7Vq3X/29RtVJUdUNyikN6LIYXe0PkKDb179Ddum7DLA8T3xyF7sP0EV7WH377++9jS//ojnsg+e58w8z/Qc/RB19FJLKTHNkxHZvfotu+auN5IaAumq3lXYBhdvr286KHufpWRKhHUuj1nrxlYNAWYP70jhfczLpFS83rKMLN1SzHOXZCedRZdtEaFMftBRjnM0XKAaKQCNRgSdnOB8Xmhto9maBfYMfK2V2qqJecNoxYbPmVKsvfy2ri5Hwp85tFuyL6I3uBjECXEB8JrcgweP1kkh3MlpJjnaQ4TaDA0NrsyzcQrWrADsqAZHWo/We9yDIxLbVI5AU2RdbSMFrxQoNCdG30pDngykkZKMKCKOEciSLTtNvO9u+O1edr409K77BnHOMaIZMacw+HEP1wMoaj8gFzeA1nzYWtRZxYxJ0rrCZa3Mi0UQuVgRgkpi9nOjY73hlEwCkh/rMeilydZTSVYllATmstD82AXjBu1s52NkkDB6wQ61t41uEZIZw3VzOZuX3H7+xSvO5zPrZXPwkrj78J73nj8lJXj55Stub5/w3rMnw1GrKt2NmkVnYbg8iukCXnN8PPp2GLFuv/9mWHv8+3i9yR8+sj5vMYyPv+duMSK1YYT5WgP4VdfXGsXYCMHRiES3nAbeYbgFWlK820yhZOG8xEll7pd3PtVhvoWP2m0iVRv7cZYxKQYpSs4YRZkcUWRX8Zt+QVLaaxzxpEm0pfewYkq2MafJkGRxRITstZ0pQoJ4fo3sp2khq3a6WNegFlhJrO1U/FEO6n4Rbs5ny3hJcgnM1duZmbFXsFKxVKKXE132TLKq0kXRJCPpYUgue6bXw0gp1N4G1xUJms3PWjG5iQ7nMB24v5wTcy6UZPKRuP3QF1plEm4s9gSLOMDcjYGHl7pXKE1TcYNotIRinI/k5Mk1M4hGV0x7pYKH5iEo3s/glnF0ZWveGd7H2tCicYq11pHQiKNE7UAtfCFaUqKzNySFXW6m7JtWRekt9LadriYbK9m7BIkApmkV8dppbFMaahYogkh2OQ7sIa8h6OgoFOeLCzK67rx69ZpW7QiJh8sVJHmmWL0+PkT7pu5oTbm7f+DLl69tveRMbpnf/u41r18/MHvUNk0b9w8XP+tGdnmd19B3EZA2xq+1ncI56hzjUk9kxrNHMifGdxjAmKtDaD6szsEYfpVhPCYQx+8pA7VauHzYwzCy4W++11ddbzWKN6eZZSqct5ltq6weIoySKwGZM4K1ki9+vGRUN0Sm2prLehmU5HGjzUXNTUGrhT1dICcdDQKyWarRdNbCDvPUJZmUpmFhcYSfNhn2pwRX5dxLcn4ox98CHM70sFD9MJHO43WU68OV9brRah29HrujDaWZocqFVOzraS4sy8TNzZneOy9f3vHw+gFUeP78KSX7AejbZtlx775tHW30cegMxrFlEzibmzEDE+O8NXtd7XY6XMG1f94BOgmDO12WYgcPwTiQygwtzgcdOSPXjLaQVrnR8s9dt5Wmxtvt7UOUZVlYlpnZz9i2JgtWrpkwXlGy8YklpzEnsVnMWXbWalRNhO/VF3xtjbrtZ/lk59uiAsQoiT0UE28OjKPwyNRmTHOnhw17TASMjjTj7BQzxmgfWjyrKA1Hbrxq68YFpq4uoGacPY0/pzh/aJl4O9Kz98a2rdy9vnB3d0/3RiuAC/W3EXWFPrG1Su04qMgu5+lMszXosFDfzpTeqiH8qWQuD5cx3rEeq1fVGCgwdBrjJx62a9AiztsHtSG+WEeuoeuIYsx3uNARRoLmel2daprs6N26WkeleSYqguLcHtsPEcY/NoyP666PiZpINO2/87brrUbxfJ6JvmRDOOwDpRpZMPOSerDeNoBmNXu3E8XWrfrm20uq9tcZLDd002AqTDk7kW7GFrFefCdZhqfVGBy7JeKs52MZWRLrwJI8xLOsnYwT/Ixz2IVoRga79io2J2YklmXmeU5sW2PdNi6XK9d1o7dOmcvopNN7ZyoTp7OfLY3SmnA+z26sM8tcrA0ZPCKTIwTHjxTtvftRjrYRrUmH+mL1RSLmtROJlM1BGbUQxqvbUa6Yg56ycYu9mdAcXFPqkxKnvoEyp4KJjDvay+iSXGvlcr362TKbO6MO4udtT1YL3ntjnp8Moj/Ql92Mz51zjN07sgOjFZl1XNqIrjrbtnoXdrxtWUO7G2p/3701v6Px42ZWw7lWVua8ZDo0KvHtE53VAZJXZ5imFmvC2m3cFZCOVVUEYldzLMkTDdFizKqOrgBM3nFd1ZqnhI5XVXn16hXX65Vttc7p6F6hYfMZWs76hkTLBlV7JefMskyWUHEaLCRvvXculys6T2SZ6E25XCtJ1A87M81sxKLJIyoLqmQ0ld1qZVtNW9xq84jD99WhTnqZJ3eMyWRQtQ4Z3rZtXLfNnFiL8k7vkVDsTB9r67dwczpbfiCa1Aw+H+ei98qaFP06h0H8t8fRbz+4KkfTyiOyU1vBDu0HpMq7Wnwc6emdgCPzl8QkMoFCdouvA434kkRI5GSlbbJu+7GVKduAqg5dW0o775RGiJmdzTTEZbKfPOQLwcPFJngErd0w7gOpHhKLhx3JG05Yv8at1vFecfTo8bkimXD75IYnN6eBJI6XamSPM12jhM5uoTUT0Ft1RSECgx2Z7+eXjNJEL5p5ZQAAIABJREFUbPGs60acqRLoK8Z+s46GHsk81qNiX/lmZWR8wfnByZDwk6e3Q19nz5C9jpyxScCTds557bXZ4hRIplRH815N0hXqdhC0xwFmntRC/MyelKiqoxMKzXi8UeXt0xjPdMyc2jk2hj5FrMwwTvKLjkLOpvlSSM7FNpOq2SolJzz03RF03EGM6f3Dw/i6+dELdbVs/NV5+bqakaw1NKq+BJx36kQFmQ4k6BPlzxNNYkNvK2hrbIG2UqLn7uflmOHq1fSx89XOvOEwP/g4GWZQ1utmOQSxkyfvLxfrfO+1+Xvz5zaaS6PKzXnh5uYG1YYk8XndG5e0FkoBM2ANPD8gzPPMXJJz4t6JK+rTHY1Gp/eQkwUNEPNt12Pu823X10hyguiPrtl9oBfXvpvhg7GYbbBtN8eh2S1OGBMdGSxVIY7sjAkIvVhryiaNzUzRCOmCz4nYXSPMHdZNnAtpuxcRqFkpmliwzy+Hzz4ijGNS46vS98GjiHool/yEQVu5w7AFvRATxPi+ENLgMIrRSXqUmkkH76NoVyQjkrUQ06Ap8l7cjwliaw+U6fdLFPh756Hm+lFPxTRftOqG4NhJxGQVLnRXDwOD63JLE0mGlKaxELXJ+Dn+VOu6+tjtPNQYaxFa6mwbw0iKy3Wa85hGK1iihLQjKkSQYucDD6fGY/3smwDhEaUVv+FNhi0Jk0i9U8Y99rE2JYUztJB58t6ZJjEK42oOSgc4Sby+f+D+/oFe90qdvWGGGYDeHicojoYpjGLTQzONpGSKUywQGkacIhHpHmzaPqE/LnFLmXF0a39Yac2Ok0hjH4dBtL1yd3dvBQwqXN2odZ+b5lSFjPE8JAdRM55OK7RWUe9DGtU2LToEqUVRpykNbew0Tc71m8ROXEdq87Fzr/v+2vdxrMnInj9ad2+53m4UW4hPreHA5q3ya3VJjIcL2tX4GPfI0R8uhNoh4bEtLmOTNtckRUlOUxuw2joPF/OiOVunnS0rpZrEITRg49B1X+XZ23dJoMbovDNCZxkGNNrA975vkDdlA7GjNJ6rO/HvJH5oqeLoTEMbhlSyCOLykKNoJL6ISdo/f9+Ehlb3XwhAvncgURiJAJ+rrnsna3VjJruMorVGGhSHbZiKGOL20IqjHMY/u/Vu2WDMWEWipEU1SOogZTiMkOdE/8N9czwWjgc6796X0z5y53WP7eT9O5ac0sg0MnjXUSbok5WTN9iIjTEaCiieFjnoFuPQ+b30qw3+0EJ6M7JeLVOMpkF2dC5uRSJKKjkT/Rlra6Cd9bKyXjei52h1/aHqkX6KKiUdxm8cdyDie8ydWKvWFao7Z5bS+J3g4MKQx9NLEnKRkfQyELJHLQOBOcWz1e5nkTutMs3QlSXBPBtP/vruQuuFkouh17bR+wqIJ3hMZ2ri+w3tGbLJnaZp9s1gSD/jkqxDaaIcxjX2dVy7Pnq/Yk1I3qOvoMQG8v6aSPqtRvHLV9chpam+8SOoap1hDHpXb79kPRi3Wq2DTgxKsQET9hZd27YhybLAOTgur5Fu6+Zcl71HK9ZEYp4LBfNeJadxbOYIhNW6apeS3IsbuRxuOyfriJzygYR9XNj66NKDYRphVY/ntc2mQC4TJAvrIpETDVUVPZaIm+8+IKmY3LFp3QAWr67Zs3y7hs7aTG2PUBcAKQ4ZCqOilhHvgXAfcys2ZzocTCQDxLybba5cRiOMIZqF3WB5mDve84172g3947BZx8/c+PXDWIg17Ij3t3EIMf6/dhjhCOP3lT3ZAbjBk/1euh+gHt0QiHDXjWWH3m1NZg+Jg5qx6pp93VnliDnePNBNJonVwHcs5Itjdg1UWEu66FaTRJCpjCRiUDN7FGVrY2uVaPoBXh2TEzxCTjIiIEPelsQK2VOZsmfwgyKJKpg9642YQuLV6wu1WT1/rMMsiSdP7JC23holJ9a1DnAECzmfhirC435qqzY2xVrjBWAKqqWkbEUXwxnt68HexiMDCaWF/SfWS+hObbiSHza22wWkYc26dczp77veahR/+ekXdoM4WqxtX0JHhBILWwULd81bd21IbeQaNbaQt+ZZwpDVWF+/1tv/zdqbPlmSHPeBP4/IfO9VdU/PgcHBAwQJiiLBS9TaymS7ZrL9oP2vd78sTSuKhyiSgEgaRBAYEMcAc3fX9TIj3PeDH+GZr7oaFDeBnqp6R2YcHu4/v7GalHRGO1COep09XnKeGIVmwBisV21xop3tIE9F23kWqAMnAqddwiRUtIfW+ffOGiTbmq5BY60AxNxRwjZoAaTuVaVh8wg0a/fdZFfYe4IB//d2j8wcc7GELmwZA0YAhk4i2NaeR2aH05J+wxjNXQnWY+OqlTFzNEqJKIs3dorXAaReHX55173wPmbG58/N8NzNdbEXZPbnomW43MDozzVOSY6cCiDwknY8+OUGVkj8iz0VVrQtglJHCBWDzbaJDY1oQHSqu2lpnB4FQFWrYCsKdfOCMhkPa7KJaUC3Heh5rjgcZswWIuO0oSp2iVTQKLRg83INyM0rWyazrQ2qTLFYgsSwfZIxdAcGHrrUmtoOFcRMoQ0BwHzQpAu1FxLmUlEOowgIUbGCKWcwELY+iKAczFFVDpimKRyu81yCP5g9AcUE1jDXAN4My/xJib7UUFOLWEk6i8yw4PJ5mnF1fWWB9R3n8wOeup5uXLW2UHNZWNPXRKKvhh4C81yCAGHUyjgdDlr6nWCpWQJmLVgrRBpKUDRgubeGDs3RXJJNZTJ7gscPeqBv8UyCqoQ5zeplK6SOB/+MekkLLI44wk3yQd3MIbnzWRT19rCp9vDsabqg9pWtVQNwlZhrHJEaaCKnJ/lZzcE0GHC0DEadK4XouJJ909VnwDq56WsERP5wMHvjtkQFRSTWBID2nYEAGj5pas5knlgr6x+HxlGFrrnnre+Z91BXBjHndR2OiOHsqFQsv34IpS6ABv5r3KuQHhItJkoWqeBIwluOOu9M6ZZw5DjKfAX6FHPDiZlFitkWK2l5rZQDnAWNC48IGhc7grUE0iqkBZqX1vHy5Q2WRWN6CRpqVqZZhbhFS+g6eVC87mlvWnQ2C2k19xXLqx/r6XnQ3gd7CPtcgELXep5Mc3OzhIjV4WQ0EXDrYEltLaCAwoX50jrW1jDVFVPVEBoVcvq+9yc6WFM2RdMaGseQYGx62VidfaiWC++Dk8/oZg/IYlhTuM5hmvHs+QnHWXvEr61jWc5oawNLw+1dB5G2Jm5taDaPXU+H5JwO0YOFRSKkRhlhVgOBqU44HCquTwc8O50sdaljMduH2uAwahLGAXKjtJVKN4J1e+E0ewYHo5C2zTweZ8u6gBa3JZjtpajkKg6bjakk1JZztuMgwtGRSpaljdxoJx6ArHIJMAmPRkC2YbBwFP8OWzEBT4r3jXUC7yRD7cdQH4OJ+gFngXSOqt7ah9gZjaobYYuTLTG5ndfbbGrWhR6iaZqUUZZBbMOs4EjQGJe1FhBzlnnaVISg2LOpDLPEQGWOcHdInCWpXLJ5X2lOW9myj8OfbfFuoyK7zd+YnYfK+EHWdZ82xiiSrdpNZpIBaUkxLZLApu6ZMB1kABFt1LYsC3rT8Kvr6yM6a2Hem1c3eFgW/dyq6P3Z9SkCzifzyAvZ2fLMEIJWRxevM4Bglt4AjIoAJcUJm6CbJz1/Cgxq0FaxDK2paBHj42FCKROWZcFqai9YrHxdt/455hVmFU5iB6SzoNmaaQX7NYrWRkRHmUBQj7rGVgpmNztMVshlk0I6bMKFyAJbREv7hbA004YxXO0DpeYjrSZeIDMDwnjZm4WJjc/03qOSuq/JU9eTTPF0nCxuSZPxi/VLEcmcmyJPeJ4LjocDDvMMIUaZCMc6oRxHL4di8HptCp1b05i/lT0tysrAh83QWmSaClCsDDxNZFksZAVoRZFsInSlY1XvSSlOYTyyF9UyUYQDbjvTB0ZMZZgnRIuzDkPhyL5hVqJnWKaEcQxHT+Eh0Btt1jr/ORijmFODw8ElCWWhaPaCM92soooMW+Jq9STL6YhoUBAMmtJ32ZwcFlVbMP6OcTmyRsS+xXvYhY3I/h+C4Uf8q4z5jDm76gkQCY6HGdfzhCaMl7f30XrXbYYe2yimnuYMD2VC5uFPKJrKmLMnEbhwadbx8Op0Asi9m/5Phf3t3R3ubu+xrg3zfMDz51ehBjcWbRc7H0BkIVVrx93dfdDUuq7QEBqx+Y/c9uGUHPF3YYZx1b3szmDVxvWz9aB2j2ytGmp0fXWFUgvu7m9xc/tKKxYRWdFmpedl1RJ83cwwAEBmw4z9JLfZmqMG5ixbx1mOroKFFMDMasqarHEWTKOJIrRefxWK/h6WRUPQrJBKa00TB8y0oHGKFlBu+5o1E6c/13iGcNRvTNPTiXxPvns8TJh6x1oJUxd0rmHvAyxQWdQruPaO80JYFsZy7JgmN0YXMPU4AMzaf4XZgpGbbkoxJOb5LsyMVTqYNeygEKmqR8boOpsNRFEZQ9Cg3vJJhk1F7JAFXhOBFM1jhaMVUXXSeVZENu0WNS+u7AhYGeNw2lD8xxLR3XAMIwpIfMYJeM9AogKJh7Ike4ozqz0T9HFnFcHVK/98yXnZDsXEEQilRH/tDU22N4CpqCxYutpXxZxvXhNPQgC4Cmdrn9dKEhoNiGd740yRlHgPU8HVrIUYeAWkJTMHOyIl7JmJI1xfj+x80H7cJgStbqUzamYNXj8cToNRJ8O89xl+dnXE82dXUWVJmZXO9/mzU8R0qgxgrPdLHNoowQaoxx+kAeA9ValPNBHPtvXRJIVZd4YwKjpNB1OfLWj6WHCYJ7Sl4+b2FncPD7h7WMw3oDvbWWv4lDpZs7VtgzV0i0KxYG7rlGBob8T+FSjzJ6sfcHU84PpKC1fMVnmJWbs1eu40IBq4Tx6Y37AsK87L2SIizGfReXO2nE7ymlDSeMRo1AU14JV1dH84inw8fj3JFKdJURCzejEnix/qpl42lvCk6WFh3D6cUe8K5lqj7NPhoDaUbgepdY7qy4VKBDyXOvKQNSVNnTDzVHA6TTgeZnMWIFACxCu28LBfOlOEB5gn+5cIqGt4hTPBllStvNADIV0WDFXj81DhRIaTQwlFD+s4uANp6WFzgoISpZsAZbyW1U12VTqNM4rziktypYh1bVjbGtk9gDN4I+AUkE80mIsb3reXe4GbPRPWk3i0oshrpr+TMb7EGJNKnZmlry+SEIN/pguaNLw8nzV7ogvWpvUYh3dTmfZGQHhAuo2LIJt5kejB7H0cuOzMqHYs1GPq9jtj9uzMVV8QYqXbjWYxSuxp1oeq2Zop0pNwcM//iAKoybYMMjt+WufcW6WaqWielPnNU3a2qHB7dfOAu/sHPNyf8bCs6H2bDgfTPJi12yWM6XWrBC+RHWQ0GU3Ixl7Wqo6myeya83zA8TgHk+qsTkGBMtizZSh5SnBbV6XZtVuveC/fZsJuozkJkGzEcVbcJmvr6oLW+QCC4hUAPXU93biKRwA3ALCl/zgi8eDl1i0JnNR+0btAegcMv9WHddiuoCWsyOxCtRLqpIx2Xc6ABcjOUzUJqCljh8OsnjP3FJqBnUKQ62EAEGW6dM8lNlsMjbjnzxVPL4yZvWwRxkL5wGdbhHvH/dAroynFu515S1gvpjHaaA5GofcBVAl3hDOcJBJjGbY4DkLxGnFGLxFE23uPwPmNw8aIhO3+Y43cqF6Sro9ESEPFZmEzUZgR3TKM3MkSKZzeeKu73S9nMtl+sJkDRIWkIlxVm2opWGs1xrJaJ0J10M0HK4Rhq9ZZtAiE2SK7CSgvnqGaAJtKrm1TixTNeXe1unh1Jgs/skM+StdTaCluzwRUvWRpsU7cvZEYrI+4aKtg5i0zErfJUoSPqFBwmtBIhmnWPOa1aasINwpxZ5B01KI5+IdJO/qxCL54+RIP5yXUyG7r2tYOdI8PVnW9UIk9E0P6bJEVrkUNQW11o7zYh5m55qmo6WCymqmkjIc9EsFpQwRr72jN9rszlrUBLJoq2BkQrafJRiOj8IWXY1PTgdCwp44wJDs7YswLFEyT4PZvyeT96PV08LZlbmiusHZIEfEofLPHdPVeeQoOgIijcnsfi7VHNaRUzE44zxM6CYqYo8TKXLF02wkLJ5FuZboqDlSNYYwOJK0PYtNF6IbSLJiYtoec4rMm9ZM66fayvUrqxDoQ5Dbjxe/lyFqk20ZbF0HspdNgdK5+aBCxV9cZjh7hLXMLtOiM0tQCKtBGRNPwGMdPe052BmX0ClfrE+Lz728QMqxaTah4hAJltBr2BOusqMb7GKGtj0DpITuZNIDbPJxe+acQ2BwKtSB63DBrDJ0yvBm1TJbBoWltyyJ2dIHDYYR+9NLDDuYMu1DViu6KBSO2kQgAqf2sB2rV1/K+iWn9ahdTB5ire1uzi9otQTTGAIGQYF1Y7bB+e2R68+5zZPUm50D/rq57b/NumSXL2vDq5harjUVpx5CrBXqHui9DmEfQP0wIG2CoGPUNVKi6zbdgsjAk76jYu3V0LBYT6w2nxIUhaY+kg86x926VWbQMnod8afRBR5Bral/gtOeZbcMBaDSModlt6D8KEe/BzeX1hoIQE5hrEJFL5WYZLjCnh3rdemS6bKpzk/dHAGBtbrrl5JbWQKXiMGlbgUOtOBTgdJis9adY0VcjFkNdXrEZ8bLbHPQayE+DuUdONVlowjBQ6+YoE9Mx79LQgM3fl8ZbJ/Ttd71obJTcMgHjZE9GADoqzUbx0BmVap6TjFDzvanUkIBIiNEYmTNWv7d9sJYRn6YqpTPckRHg6XPu8RxCweevoUaepQDRnN/eG4Q7vMR+Z8GynLG0ZkjeDjEPZJpDj7z4ApWK6aAlrJwts7AVEXbV2IKWDfG53YGoWH3CKdRyf4YWRzgOgbbJbtgLgKY0TKTCkh3tuNCycXiNOASMCtSONLdshyaiQPAqPDukqhrcu2cABakbkjQveJ1wnCccD8c4011UQDysbOuqDqZ1Wc0ODYhQtGAQtX0AsFYPnmIqei561/mSnVUN6BdzGA3ED8CC+a2joEg6ByVoM9aVEHuSrzjDEIC0oAmRCna2oiyl0HCMwkOxBIBVJ++MLhSvAojU4wwaBgIf5/5115NM8XDQTBSVJIb+mFE7rLk0tKagsFY6Ju/Tq3C9kBYtZQYYI00JpHGIgOAwEY7HSVsyGidnO9ClFlCtYGgflMIdE3Bh4IVLc18UqYicYpMMjnaYBVRHmInbePYOla0T5RJBQRxJu7TKSFMlrpcyUyq+vNdAamLZCTUYiOc1O8ryLWVx1YrS64mJuLPBzBAZFcM11/S7B2vD1BFxUCAj1EkEo3JKgtosbBWDzmirVtwVFjycVzwsK9bG2mmvjCIhwYiJogc4IGAhLQSs3ANu3FBmV2IOxeblKMoZUw4P8s8O9D6EQ0aKsRe2O4GaHZ07XvL1IQG62dJkLFzE0hZfYAmE5EjMc/irVdNRwaD1PUVG0yqI0n0hr63oLSJUmDvxiQDEjBWEDst0Mptl6wxwEpgR1kOo04zD8aDFmbEFA61pmm0IJSJUQ4W6DjoPeysQo/fQ2ddOHHUjt9dmL+CAwbQdL7gsYVBSwZjqJGjsdI8IER8PSIPNPYa09x575+1UXJ1+6nqSKc51hlj4iVTdDGaXvurYoKaN0gHPh2X0qtLNm/tMgBpoBaCqxDW5h+r6AK2FqAVBu23m2ro6TCLWiK0QZ42S9SNMB8PwLtCGUgDq5OpastUhq8UjO8Q3KzPIoaYOZhTMjP1MeLaCIi4vacTBhL1Jlcm4uO9gotCRWNzg8Jx7G8tIu0sEFRtr6qsYIwkbmDFat7vAnjLQKSBlCAu307JkQ7wE86xlDmEFAOuqfa7HWjHaumotPh7ZMr2IeoztPj5nZVievnnA8XC0sVNkJXj+MeX5IglOtx3ziO3TkCiEfWl8H2EeYOvvnddSHG2Yukm7kCKk3FsiDZMiIPKfdf8TR0054KOKkJUxq1pZp9pJVlvnAWTl8zQF0cJ1AmkXMGusqtPITBNOh2Oo623tOJ9HKS6B9oye6qSxiNxB1bUjkyi+PgQc66RWGwMUDLEK5QMsjG00Bk4WuF63WkhG0U6b+fK1CZW4wIQIVK1nMc0IYLGGYCaHnAY9J1p9G7qWG3BUirUMsdAmaMk29dy//nra+5wmCgBCBcwVpaq9ojKDZx0lsyEj1iDvUrQVZmGrc8i5NSowV8LhMJsHUINIOzeQaBxYtwUB2NKkGAJVkTSnWr1ux6OGbbjtx9UBbdStcJtsgbzLmZ0Ok/7ACE5+3T8ydaTDa+iFlEpob9j9BgocnsadJy2VMsr2TH3NhIooYxl2FCBYhKNIqJAJL5ubBuyTG4+4EYaOjTV/O3kRAccBY07Dm258zde5Frz17BoCLXqwLgvmaQZdqddz9UoqtPV2br2WGlc3mTNNS7HVCK+INZX9kVJ6ayLW0qFtBBshI8uxz+71Zwd/hmJhM9f9UTXTrH7DmdVGGqlATK1W5163hm1+8nXcXglbhSKgbTi0QLAVYoDFY1ZPs/RScHbu0KPow8PDGa011GnCXKypGGW6IwuDU0fUunaARpqdJk9Uc0apvY4Ts1MEPUxPRNoArlQzC5nGSHDn2CDHAjcllBA8RFbZhrQq/fjCuLLN1c8k6ReH0wSwED6rJJSiOciBCGuVJW8xog6gCRAteqKqt6CWAw5W9/Sp60mm6FJhHDgtOSRUwUW02KZJEq0Bp5K5lgJMpiZAzO7o3lgrDiCCh/MyILYd3mrSXTNoRj4rmdqjTcxXTJ0gvZr6XFHaqAcIwugbYnKllKK1GN225oyEPE3RmYWyUbVzGeMKxmefo7GhvrkpyuKJUBW/x/a7sd6GVN0+ubksm2Yw0HHQ/T6hqDkjNKTooRFDXOs6kYxYuOFRHYdiz+zzfIg0KBpibUq5aGEMIrS2QttUVHPK+Vq7I0pVx7B3Gsp3W2VIexrqraNw7/c8ALG+6wUz9POaSQFRZ5/G7pUkPPIW2AErLpAAJocjrp/rTw1n8a+RIUpYE7Cxf601tFXpdvK+MzVVfzdzDlExlOUFOUbJLNVAJoA07c5teB54vC5LOCOG8NDq4xOpN9jVGVUjR0m5nEa6R1YF2dwwAIXyuwrVrry6/Ujri+6DNEw2Ya1ONORCegsErKisqb0elxt5/hY5AWzjUf0iMtBzqDieZo04sHC5KHIBQEQzu6T+CwpCmL43DlWMwjM5RbMeSG0NRIRWOioXUx812XztHH2NC4qhSUYuWxQbIaPq8qFOIFLPXGtekl3tlgyt1POwdiwed2TiX5mFMQmTxIUKCjTWbuRT65dcldID5dDdvGw00LJKVIrv+escDN+RIsf9YillOFw2tkkMQsnfy7YwJRQOwBQe0t09XBcSuHfXVFBX1TmNGwPtZkb7GBPMPz21Ku5EukbH0zG8sLUecTwOASGmUSr5S6iTXnna19QZivffGRFmSS1zhGyudqmkqn0dQkgR/RDmOZUxM30nmmxe0R4nZEkFyiy7eg/hjbBc4IxUU/Naw9FpwWQIi4oz5UsGNJ6pziYmjcBr7G0pOtwG7PvycNbK3WwMLzMbbclKQeMCCs2ErFCLn+fsdBtEhGBIeWxkudPiwfx+fuL7Q6CQCeLQoIbNxOSUqDr9CFoLhidJaBRFv2wGZAVd1bTFGjZUgdplHx4EREtUPHfbdYm5sNWGe/31hhanLRZcYa1vrC5KtZUxnyCmKphYV8b4KbyPR/MOYRY75cyHSo24KJUKqsIVeAaMoUPWxRHLRGikpZRkGergpu4aEAHgYgUitOeLueaVtAxJDcLTzfF4KAqHzSDq5PlltxkldQJb4pdElI7clLnxxeez8Mmqq743kKFLxvyejmsv/V3NQKDvfA2U5Qz7MWTrAgKhAmX0JkmoafynokEyBZRIURuVYpqEHjhvgDTGyaYNMKQDYIrsGA8YDgaguFFpcCpJdXPmP2ojxgKkK9LlEnL1+YkxuWZjGhWiVfApqi3RkMvVaZ9K7Ms8tBT7hEVReCWfAhHt38Je8ir23FvCysaLLbAgfM8FRkpdBABR5w5YS2CweJ8k3RE3GbjQdUGc9zzTVtCgaYMwO6L+UAroLsCNCZN/BmNM7qzaMGD/ndSEEw3jRBI9a6SB3qhER0gyYnVHplk/IQK0Vc0YXQQIk4pVsyLAwgjw1PV0nCI8zczsAzw2PurVuZQt4wDCgisVwSqmLKLJ7t3CZArNkKoEMRbPfjKbxGYsPErdi2A0yUacYhstgaiPEApnNOuYTyW1RwIeeO1Ey+HhU8+vOjggpoKbKl5LterKEuWgHO1uQoJM4ntHA3EbplKDEWP6sL/u+5YOLfn9ktrh66+MYeswGGMYz/BHj58Sf49snbEeuUKKYE/MlBA5KROL93O70RGzqt5MtgwciT3cFAYwQdqhdBJow+LqNsgZ48AWM5f4e2rvpM08vGYGG9PzbAlYzF30HzI6c+eII1oVRuoMmCyu0QsWs4zm7GEDYzbD/mCYjtwDldt/u6Npw9FKv0U78okgysHB9gp2r2AYybQFRKxw9/2WQUcggaS85ohUyDTEEsIVzgiRfwii8bybKBgBRiBQG2JCjzBTDfzM2tsCASyWsqNHbcXZQqs88yTqTlp6UfPi1yJAnVALW51VsXxpdv3PwBcgNGp5PoZS8/V0Rks6DKM8Pjbwulh4xDiXxtqD4bjgsI0gZRIcxJik4AapiG2851gbrBcNutU9Y1UVg9Ak4u5y/4pSSxCOwDr4uToGQiFrtuP2XnIVwySxLXjjpglGJhUDHRBZb4qBoELAueoDRztI6zYQalavxtqOJQ1CDbVdV/YSUVLsHfP27/2ebpDgjmE+blNM94r9lZij25ry/UtCxFEyDMgfivAXR0objCViaXCGjnYoZm+femyd4jzNAAAgAElEQVQtAERKpP7uaEYZjYdrbIelGTDecterYAdyM+8owcr6Aypwye20w/HiaZXMimRU/dZjO1I3BxIrXg7NGZgMu6z3ylFBYesnjnYdXSnzYGZQBSo8zhNq2uKByNyrHe0EfGk2gANDCGJoFxeXAB6F4fQyviIDaHJCoDEOQNAxz3MUnl5Xs11PHp7j6rVVMjJARdjSqg59mA70Gb8YQwTe2KPFbVxAPjiOdshShMbBJmMYEtKc2SMmtkHG3dTpnnJotd+DIQm4oJLoE+IZH8FcYAGqcYT0INRAU6YqE0aJ+qlG8VWfizpURuAtOaroiKDRkiQ/iXncaKiswJaGXPdzyb4RlIngwuaiN43N1+/aM8kZse+L2lZFRuiJo5Cx568n3r16nK/MDP3v+I4xgzxRcaDmh3PL8UyxGfcuYjYlQ+L6VY5QE1dtnFHk5z/GsPeCZB9eNbSKEQvoTiUPhu/m+IkxlpGG6mNwJOTMn5mBPsY1TROIrBDtFLWIAinBqUcsNlbc1jtMA8zdBKmeKW0clxxSRLu5672FgCo1xu5AQoKBW4EPY3weJyms4SoO/hzRB/0YKVJCfns62dOU/ZFoJ2lJhtrd1iuOIj1LpmpL49ZWZYimsa3rVsUPu7w6F7TIdThnlE8xZEczY4zZ9PTY9bT3mUYk+LA/jUUQaelzdohNrfbcRK0M7c4RY5ac4C/cNidQZ43mvWoxWoTNItQlPwQARDREyDiktWEsJkUo+j0XS1PU3sLV9mnr4fK/M4rzQwGbk9d4dEdNvkRGuEmML8g+IWaRQV4yUJYIm4qB2DhXOciYyDDfORPMuPRyPJdjTFL8TczQxrsnfFfd8mug/DllZk434SoxJFy9STzn9dJ81zAz7NBeNvrHM/PzsUfIHExRGZBFPPSOAlW/2JxOrrqWOu69cYB07X5Xp2IlyeyA9rFW6mEexTdyVkces5tHYLTta+PgoqEYAOgRpE5kSTvO7GRLU/4fb3+hAj1XV0qagAAGsAAmi4scDjxOqjEImrOchNdjjNGDuDbzDEHvtJIQQQDifC+zRXYNy9P72Bj6pQD0FFgN0dnTgXruq6cHmkB8nQbx2PV08Lb1ZojD7NVP4Ixt9F9VyaeR9FGDLk/bjL++Lx5Y3EUrZnNRVYJmDSJWye5e64Ea5omisbcXP+DuEt1LtDvstnAIGmEfhtrjgKvKPSRpbK7N0YNgM/Qmcqa83dgCawafxusS3dFy7EdSHSACKWQxc3sVWgVCLWTEYHUG7ZlBJ6G2DS9tbg2gj+SYG7BVI10ViZgxcuStKYMMGGLdeS9t78lskhGAi2HmIBqowbPcmHTPtLKRfd5+E4zYUW3A5OqjMszCPh/Ed+0tsJ9rEUjr6G0Nu52dO4uXFSva6ogxM9xsc9aalct5DTuiCylvAaDe5dT4KoqKbKMQnG5MmbW87apxltKBQuGQZJhttQPTPINYUOEIj43Z7O1ko9VGFHlwQWN7wpCwucFS6HTeFGtQEh0Whi8oai2RG+3393o1OsUIX8fQZAASj9c0xv1IPdLBXGE/ecM890LbTWX5O67ex3okBsQYVeB3eODierqeopX/0RuNQgmAqnBspZe8oZNnoyiTcRSxRVUO391jVYN57CUO1Njch01HM1qK9rR1JMDF1KLsjFC1UqP5NQNmrNDwNuq4FNWWWClHYAJIhRw15okwmKITlhKoROEMzdrR72Z7RqieaUeMhpTBTOp1pXwg41PGBMnXcvvPFzdiE30WZDZS/cNsV0nqExSJZu8jucfXmeew7/lPP+jbK6m5bMzGGXqU8dJ7ZXWw926OgUFjRLAeKaoKc2OsMgQwiDCRVbqxpmiEoUEUAthVsLZa7cIdyiQfI2JvMu1llVzHpDTnc9WAa5+j0pbIKHPvaNL/3mcpuYNEhK3vUNN1sPPlr4up7N01mBiqwAViOBREzRJb9cARolg9IYUBpeo5nUrBVGerlKPjrVVrMrJoqxBglL87HGYI2Hp4q6lru3YS/9uie7WvRpgV+domIQwX5kon3kUx78fm9w3azAAknwOzLxoCVjDxL3S06OD9YDoS8Y0b6NgZnRhkjWZGND4b6MMm7TxKha/EeyHdQMBUdyotwQt2QBgFCu8rTfABab6o/bRAWD/QWrXaGjD5ZCCjMGpi4EMYAEQe/YVAQ4BuMooWzI37s6WcSTKACwJJGa4xu6lgOZ9NxR8mApgyWakEOlRZSttNjbUcyCkB0SQpFcUP1O/vDYLeIOSh2AUt7FXWrX0OgLhXyAtKWIiGIURH6KPvN8NLz9mGIqs53DraupqZBWZ7ZitGt2KaZhzKAd4kytwMWnFGGGtrFteqz8oCKgSnIctaSjgvXHMY6EWZem9OO4jXAY/6GCYQb1EqGGuTBcHmQKbzhMScNSxSK917RR0ymnn0PrC5Ob+wsykwYWkPU5AwTGLTNKGA0FszL7+p5kbH7sn1ez48aIV7ZoHsqq5HHKEvrI2LiKw/ko87jXqwCbgfQrWVrblkT3/52toaB5MM0k38KWssT11vcLQYwXEmKobbWoTNPiMMFg8/GEwwFGjn+NvpBILwi6CNxn1RCGQd+6wNAUihN42FGLAaIYm1CAESIzfpY4iJ/HtjKIkp24FO0HzMayx6oD9nfmJxSKrkoGipjHiOS7XWmvW/FXz26aegUnA6nXDz8hZ3d3c4nk64vr7C9fPnePbW81AL1UEhUUpJ9yfHdGWm6OtedsQ0EOtjBRQAAsV3bF5J6u+9dyKScs6dKW4rCG3By/Doe3aHmDxrrVlPDe2U6CYNN6PWqWI+HEJQT9bUjMEhpPwAa2UdoEymgosjU2dSjvAGAo8lMxtcMaGxaWxvCyzCau5x7Yn39IFoF5Dt1X4D16LIcqTJ0Vhxh49yy96HoBBCqLqxyzRy3cNsIhil2cjs+yJqvhKyTA+9+tqwRLmz0btcaWuo5myhLkQlCmfEghj/0fNWDCjsIwQ0840jgsUR7GCeudCxq9r5yjbFzASH5pq/M+ztCT9sEORT1xuCt1eIWH/nxoM5+IBYPcVuQX7M2O7rR55ZkQ/Mjk2SMKIpuZjNS4Ov0uHEBrK7GqRLkSE4gRxbla3U2S/o/jURbO2MLsf8dwvHiOUVCRTqfyNlxYihnY8+/BAf/uSnOF2dMNeCf/qnH+LFW8/x0x//CD/70Y+xrg1Xz57j/a9+Fb/zB3+EUmb1tlc7nPCetWRl8I34fF2U29ta+DINZJ5nG555m6d/S3Yof7uvzugSgkmI2s5IogHFOC6lix8wY1ouKjtrSwuPI5znqnN3Jpzm5XF4nnppxHWxp+oNphiKMp5RvOJxOvAiHDtkJ0ix9goUItfeogZKxAL6rC1SIYSt6yu2TgwQTSandJ0LXGir6aPAmashT3JHpqNBgVd890dvBcRgAsJa4HXU9fSzNPLf4bTva0LQfOpCmMzLV41paYETThWPtDGWtt6goUlAoN0vE5AJ2nSNIjNFddQkHzjCw2hFIdwUoP93gZZNThKMdZCuB8HjjdeTTHFdNQ3Li2e6m9sJY3gPRb2JMuxH2TboPx2hDcP/jikBELNjuP7n94l2iVJCbXSPHGT02CUXl0QjDCHQ5B5dbuPTstTJ77tKNYJsYQzAiUlf4vR3MFa7/93dA25e3eLvvv03ePHWM8zThA9+8AMs53vc3d2qsb0z6LNP8Nlnn+BnH/4MX//1b+K3f+8PMV1dGeosUY+PiiMBUk99IRBxlJxS76WhP2NiFGoNjfhBGWoLCFY6bNi+tlbF7TopqgnDpR5sqnFodf3Eama7Mw4DOspQZ71K9t7BBHhKm90v8ZYL43u6X0nj9VMYubWSNIIdTTATAp6mi0I4qIArZnMpaS/gwsnXSDzPODFXW4tuIWAxfhEkAwkisDyEjWjnyn1ygmcxQW2U+dRHrK6htM5DgLhtLxdH8LMtDp7JmsrH503jijV1YZxMa9ZKQHagID/Dn20kkJhZupwuE7rzqlEpl2uANCTBfgF2Rpzr69TwfL0xzU/Yy+nzpuacI0UlcrHKI9uQFj1cJaSAEqIhPJd4efAONYwhAhRCwnNue4L/RFaBwzM72DxZ0T40sV3ZPsM3bKNuIIUz+D/W5R7BoPkw5sOfvsejORERYVkWfPThz9Hvb3H78jN8/slPsJxXvHr1SmsFih6SZWkoRFjOZ9x88RluPv8E0jt+4/f+EG+9+57JQnckGfNztbYUMOp43bNeHJEnZqLruSNDgkfP6/vuRt6LLicqUiwE8TEZSsAI0CbSzoYkKjAiusNURHJJiZHr7fu6HRrFAXfk/9rPEsVB26hcj3w+06quCW/+HlMW01hsZo7iQj3G0MCdJjBCjpwh5s6JWo/RPP5uusBAqAGAYq3dmZSZKDD4nh+cgcac4QkJKlX1/KembjmPn81k4YJMz0aHuL3c0G+pFJN0rUzH4cH7CaGmXOuNSWWsbIx2bIsungtppfHxGVeLt1ppwsQS0Z8bQHZpd3z99TRTXEdTJGZBE/WEAQjPq2AQQQyKRvB0iQ3IsX9KIHv7FOBMyRGlpxYmaW4Ha3jzYJWYNcZxINHLyecFuWzBuQ0QzUVn/buZiebvKoFIqLCK6EZ+r7SGjz/8Edr9HdblAZ9++jHWdUVrDYd5jrlOhSJcqfUVn3/6Eb7z3/4Mb7/3Lt5//13UyJjwf4AzFyLvtOaUwGjdqxNxMKlYxyzckNChF09wLhqoYUhstbkOyesIStd/rHOxeFNbFouDIwA9HADOvLD7mVXCOIA+9vTZrZdTv1FMmPrn/KcXFM7jG+0BdlpM2nunJ4+Q8JASgm5WqLzprLjDh+DI05Bc3BPIlYLG89P7uWQa+b6RmTzs/EWmiNoMw61CBvshAA0BKZT3SyJ/2tNS2fj/cJYOx6IirtcIJBm8wLFNHF0a2T0Xx1Jk0y7EP0O+P+k8S+SI+1eH5uq206Ah2u5h3tM3Mcan1WezKfoB4vS7yHhwRKajhPRzCeSD9s53OTwB0BAWATwLKO4fjM1RH+XsDSTmsA1HcWLI+GZvQ9oaXNVOJywaK4a4fTCDkEUhJIddMTIoEmJ0RtQ6g9eG9f4Oy/0dvvt338HLLz7H+eGMQlrKbDmvmGbrM1IIvDbQNKFOM/q64vbmJf7rn/4J3v3S+/ja179uNtQS0MSZGdFQvvz1Bk8xMwRpGzNsMgNV+Z5t8HUY/hIlEhC9p/0eHogv/k2jEWsxEGsPRS1uMyJf5ETMBESNQ3EI5s8nhHqpwxqOAXeY+Hciq8Ps3gRgKhVU1bPvNrNAljsBmH/6/cez3EYIkGhsrKuMbIUjCEC1MuaFjRlRrJrZLe3c2M8tSBWL74tlj7apzARiKL1GEoSAhawcXKZvR1oAwOrcibUuhmiHoPDssTFve/hmL7brdPG7UsB4bc+Ego/45AZ6FHhhERrxptvT/Og9wsavMDz4SMLb//8wxe09Ja8HHDF44dIB8WvEcW1VhuyJSp5nYhCsJ6wZK3xPo3y4/S0mxgYj3Er3oSrtPaDjH8QT+HX5BQizmHqQLQ6RebfoRjTG9PXhNSQtWyiOy+pSCiaClut/OGNdzri/vcVyPoMEuL66wtpWePaPh48s64qJJaoDq7daG667p3HEbQ4Pez6oflWSUMlGjNjIzGFDvRF6IXsUFtpRoghH6EMyex+NETCse+amBEXXes8OFyJpbXnYDakUTPOscxVA0NVOlQh5IDtBgZflMhskbZ0kUgqKeYh1j0qw+GEjlsit932MklsbVJ7paTBuEYkDTKS1HgmD2efqRXuVXZL6HejM9yALCyJQcqoo1iCgeIc9AxMykLkuFoxOdFMyjdhx2CDtPUMdtGXvJ5SWr+wnCDwT90pI/hGGRK/5XUQ0cwiIfXIm9JiWmX+XR977Ra+n6ynurjLAEmCm+mBuGMgKGIHDgyBi2IEix6DTwB2Gu3qWmB+ThNQL+48TByHKG7nvaoPyjMgIpvqZ5CfAVAobU2Ikj6nS7J5ng1d+fy+wS2SNv0UrLn/66Wf44Hvfww/+8XtYlgf0tmI+zHj/y+/ho48+QusrlmU1J4BKPEUbGthcpxn/+ne+haura6yrMtE6KaUX0bJQQ0D4YdPDV23qhTwER4NyF+vl0SNXlCMraeylCzsr5V4cjTrTsfVMGkFG8SJeDYc2Up1Fax0iGNCw/aha3tG4x1yKIYZs4vCsGmXIWxV4miZMlh3k9qVKgFjgrrYdsEIPcT9gKqRl0HwfYiV9PoieHy5cA7XSQLjbQKdhYtFT4QQ30M1YlwssdMkUaZgK9oc9GC2PZ1HSJnws+XJ1P1855Mufu/lOUMjjV6B/XDKkrA287v7+fWdtWxR/6RR1pH8xr90aXZpDXn+9kSlub+xwXhf5giHCjOduxE9pYcqgJAp6PvYM/Zwuux8yjU00FOphJLbB0RRqT1xGHx6kTaTJ9N4VDMGoVURLH8iQmYdZwBEgRthCZpCbtTHUIX6iRAN+33v3PXz87BoF2sTJ6wauazdk7FWGRkdAIu3zW4lApeJ3vvV7mA9HLEvTNWpavJRSNedaVRkahTAoUrKaCEQavES+5/Dmniv5GoStiioLgOiImAzsIhFMH+WpkrBjEzSBHJHsRIZ6S1KvyZCJM4tAVTIOsIh1phPRPjCCQHhOE2dYP2ovu+XouGocLAGoxZpdCUI9G4JwxPyp91RHp+YHn/9Qp92cQlABlA+pO8EyvWQmKX7wYYUN8mGWjOAwwnMeQWmO2EEDKVIIbU9jHGdr3DeZN2TMKcMffwYza6hZevbWHOUIdntONmMWbNDqdizOvJ28/ElD2GNHsUNNTq8BKZsLF9e/SH3OAyUi1DKNpySplVXYEq8jJMaA4FYjDkPyCfeUPlig+ZuAWDevnJlm4Dykx7Dt7RbE/u6higtYE2j1HpTWijS/MxNsoBl/Dvx3AzmCkeMsxgxddfQxdX3v5atX+PSzL7Asi/aIqbqG93f3ViATOM4HIBWxELF4RLEg5Vo1nKKkjAsBiBncC5qHIyFnT4zeGDr+7AUV2z+P/8oSPM8LwdgCddgHs1xzVdEZ7v6QZDXKaSFSPZH20kw0+l4da4mhEACEqU526HqihSTUULAi2c5IHUiTVI2lQ0JSPmVshXNYiwRw/6umX4YrI1FcsP4diqa0TmReZvuWRn3DS/0D2ttaslaCkZ/u6z+ekcfryJ4A4rxYCLTqq/gIqto7qzJDepMdLmt98Td5kD4M7SJW7XGYmZyG9n1KiNpJ8qlrL96HCcWfOTJ53nSvJ5niRvZLYmSQRzfIDeD+cMRmIFTZcGq5eua2JJMwkbDlJaRc3YUznGF7ubSDYPN6XoDeW2LcCe3w5YZH9WjlMn4ruHyv3qhIH6bewOKVpS3bhzqkM9559x2896X38XfLAgG0h24pVp9SAGHUOoHZ1HRjlD6Oq+MBx0PFPGtxU6aUxWBzZxrIzJuuA7DwiXSg0toDQLijHOW7bcIPAmDzHGXY3Gs84uP0cltcZMrs19T+E15nGbnBA5HnOw71PW5n9DQQ2tbum+1/gV4tuF9tfVsh4CTgz9owBjiCTGuYtKKMkIgIXP3TFHbnbSsLxO+6OQTwNuOoQCCpdJr4GILZO7MWu8VwQjoy9Cy0QF18aV/fXuPvbCsd4x5nTelozyRdZI2//GxJ/mkM2d9/jMlubZAZuORnbFGmv7SfVjZj7Jn9xRLsrjcWmd38s9fZfuub4nnuCUYaIeV3EToJLhmZsmBOnzGCd9ju49nGp24mHfeNklp6r6hgPb4AVzNghwchbf35sX2beYDMwwdjTL2jgyIY10MW1N6qDqSvf/3rqNOE83LGNE2WuaHMjB05TROW8wM6YM2bJhymiufPjvjJTz7A1795haur52YeGFIYAEjUbFDCK03GgDYhzJbZk5AFbfcv9+3Nwm4IOaCY8BoOtlFTU5E/R+CuqvDbcBokOsqHNVqzOjUkM0BGI5k5MvM4aDQY1z7UkJAM/a5TZoFKhtLy+wSMQr5bJKUfkzhgeoBLoE+vSO9XPkP+zNGCNTOeS8YMZ7LkDqIx4fE8CqQoaVzY2cY3axKSRdfMGfoeSgYdmOCUHK+5Z1R53OQFQTKGE3go01Mq7Bh/ZpL5Lh6zigRW9jfZ/Ni8+Aag+DRT7DIMnRmdbRvP7FAatpIg06KizceG5Olq6Qt2L88KGd6tS4aa1XgEis3P8UNrzMACWLPIyPjENyQjZP1VmXX0Iza1DeAITI5n1KLVdUizNZbzGVqmvliyfQevDQJBl6bOmda1740wjjPh/Xee4d0X13jx4i1cXT8DCayEGCxo3QiaNPyDyGpF0vaw+BrldYuDGX9vFjQExEDEZu+El+L3w1c3anDvDeos0sNbYz11vF5VJo/L/3YGsWcaLthif5w+krDOR49849J/fbn8wJUyUJcItr2JabQ4zShjy9D9+/6625QHs3BhMgTNCMMJBxLcDGSMLzHOYat0FG/I1dfJg/fLLu2TvWAyQLIFFZtLfN9l8Lnt25ko4jWnc6e/vB/x6XRe407kKr4LnPji5lkiY442ic1ghpCjLW/ejX5MSZmx+ODfoD+/waboCjHZoZdYEN8iXyaCp4aNfFzEu8NNn1UzZUAlbYY9wYkIina0GIS4SL443BeLEb0sbLBx0EpCgwNJjr+2TDK+77NVCREbHR5DIoRnzJCqF2vg3nE8nfCVr30NP/zH7+Hw7BpUKvqyREqe1grQVqEM7Tfx5asj/vA3voHbLnhxegGwBv+GXcqYsPehzkzfi+L6aRxrpOPVg+TRBGnmIUzc0SCWdaIbTmZTc1ShB9eq+BhjQFUUXaGHpLjElpy14uOCQxBd7zLW2g+r7leGfoNxDnMO4vkUh4jGPBB/wmqQjvmG0AvOZd+TmFeMeVNkYDcmYBQRse96S1bZ6IJ+t7TOSuiWDz0+WABIHSFfkj6f0aH3N3catNwzOFL0lMlh2hhCxAHMhYYAFy470GOhW2Pm2DIZ2p27i4k/wsXIXE7pOA3ZcsnIAxjJ4EcXl0P4PLBf8Hq6dFi4cCS4dY3qIkgE7wgJiGrQMSv38gkyKhhjT5IYiZmapHCPWjCmslukR8SE7Lx2fnOvfDK8XPbvgmB36pIMSeVNzHNlFLeEjmyD7SEhIvzOH/wv+OH3/gEvb77AcbrCw/09StV2r2oPZDAYnTq+9uJtfPOrX8axAMvhGV58+atYWU90bjbkDBGGJDTN0hwuJN4SbDs3XwMB2BhScUIr6VAILBVtsE0iN53s928c8M0h2BDmliGOvbGHDTG5o/JhF/P92Kva5OsBZw5bJkSW6THE2R7RJKb42ovMPOKecWc8JvZlrJ3SjmW6kIdDyZ53wAv4ClT7kiKxCvlzzJ5gMDzxw/HiB2fwKtcYAqABhoR1XbZanGyAGNn7+dbjAZkZbRkO5RvQeN1guD0vCZiLc7t7TbbrIOljkp+VR5i1TBqvuR+EbKJv2uk31lPcb5IEU9lKtUv1bBCKQ+3tzzG5jYpnEwdG/NdmAxKzehSuZ1vR7srq2SZX+UKY0W4+hlIdJXJmkq44UXwMVrzVPy8g/Kvf+ha+/Wu/ge9/7+9BcoelL7BuDtG/FhBMIHzpxQuclwX364pn772DOk1YFu/rITEmZ0JkYxJ4yFOW/gTnM/FtRwxxnoY9aStcE2pwRAr/oo+k+Cf0r70hPgRR7MLFvg9Ea5/NfFcwiu7GqX/UijSQ1KOHLk8r0XNCSXs1Ln8G0h07hqB1VOrIyDN9dFUGkIhy5PFsGbSyWas8rwEsijn+xDtmZgQVvPGRFfH42/QZ32sHr5R6CfkqbtGdjB/k9yB4zMsQKSZ4/F6S98NOiN1WaTQ90ZlzMDzayNOkQMQI896YWMJmz2WMLdCk0MVZf+z6BYK3JS3qjkEGcY9/j33fCSEIAv73Y8wrSSlJf9t7klDcY4zPrz2TBLZB2HuGuvlbsJOGEmqGL8neASVA5L2KJ9en+LlpmvH7//Z/xYc//icsyyuTuKbu9A4wo5Pg7cMRb19dYX24x8rA1778VawW1R9FEYKZ2FyY9ZBaWI59WGONkmq4l7wEiTE409msqWy2AXnvbBFhsmDzHfgTBcn+PNjV8AxunSjj/THWIVbiFtsHYewf7V7ff3IctMTeCSHw/BHjkI19LiE28k3te35joxtgpMT6Z10IRXEUHgx8bGeJm/tt433KTpkdqvCHXCAn32MfrmyE23DqJjODL0L8MYoHjxd3+yHmOfc9sLUI8IOtECvYCp+NRk3+jbEH8d0kQzfeb2fAG14uMdr8fco3es31NFPcMcHLywknjfmCUY0DmQeUicvPzMAfm13ZqHS+AOPuvlIIgnmM2e7DEjYlw7BljBsYLq5eUBCXePsBjPF4gZmwISV1D6Rq52/97u/ix//4D/jrv/ovKGhWOaZYdomgTAXvv/MO3nnrOZbjhPvzirff+3L0FMm040b4kg41yzZ42xGik8abbC+XyFuCMcbOUd5zGTvgaC+rSOTrlRlQerSZIsbh8bls9xj+lMyv03M2Zo7tI9IUJX5HEqxZm3G64IT4fN5xj62UsMeOHOXxnehespElTv3Dtr2dzwZpEePiku0J8Q8r6WdOJOn9JGh2A/W6BbE+sazOkMpW7U+MDjJC7CRuJqPWZQxUEr1sbp+HeMFpQnu5XAWbojGEYBc6f3pkvP+c6+k4xTLyWzMy208iVE3b6K16Yj/hsF1239UDHV7f16i9MaaEM1wyeSczlXJbqeQ0HEb5xBzFOfKOCQ4gJJtnj9cA94ayOXXE/qNM9HIjhbRA57/5d/8e3/0f/x2vvvjUemAzplpwdZzwzumIX3r3BYCOtTU8+/Kv4Pl7X8GDFfP0+7MxOxIxJJZCirLqn0wA+9JcGxPIHinHHiQuFhwtM5d8Bkdjolhf8R0YRw0AACAASURBVMrZlu0ByvAEgMR6Zsm/Oz+xP0M4btjJRovZW7t8z7a/b004Akm521t7sc+DL+53icq2pps+RpKnnD6fGZtgT2uXQsx7+GxeJucFttZ5rhjhc/736y7VXFz4cCBGwrbyEfn8B9Fv7u2AwD/rHvbtXPNC7BfD5g5saOLySrQI92/Qllw39/BPvvl6Gik6DIYT3Lj1hXvfP58PmGz26PHv7C6/d2glF5/gxOicOHURi9sxE77dnq0tQXl4A/Lay2CGr0OOAEVp9c1nBaoGpxCIYZjvKPUKX/2lX8W//9Zv4/OPfoZPPvsU77/3Hp6djriaK9aHRdP5VsHVV34F//Y//EcsooHn8IrVMCJLnvRitqs4FCwwT8r4nDBgBWATvo41d4E2iM0N877G+9ix9F0gxjLy4ZPgcZqPQzSQwx5BDEZyufODrnYM6ZHPbFkBxRz0M7z9RBJoPitvC6Dqrs9sfP4yLOxiuI9oMZlx6htZ7d+GqwmGkyvP5fKQZ+09n02/9xvZAqXT4ggx9mX8HXwQLqCBzd13iH337uXnYkxbTrkRJq/HiRtesUdqGyErPsc38x/gTcHbvJdemzFdvCA2mK0jJknPHZN0aA1yVUtGZIu/9dij43UKgnOpNL68e8wjY6d0rz3DfN10s+duzzjJKrF4HnT+vHoaCVfXV/jWr/8aTr/0Aue2gEgVrduHhpcvb/Hq/gGlM/7V7/4Bji/ew91yhnRrWm4LonMd6xqlloCwfRVYr+tJt9hzuvU7l4tZLmYvCT3Ia/QQD10Z6NOrBuWMn2APWwk51B/fjPHjSbSHR7TKy8Ow/zszQWOKeU6JkYen2kmTAA/g1kIkA2lv75/nR8iU5y0Ftqc3rR8ekwN8sQ6bKT8y59fPfzvP3Ye2v8sj34MDjsT4NszPvucM7gkAdMHqd+Pfr+3FnHbf27z/yGMJiKy4X+R6I1J05rSzZDwyabpY8Mw0AjVs7gErkjlsO1k6PrassiO2/XCy4ucX7zfdh+sCKknUhCfS7/rbxu4TTNHan1rzH28M5EUlmLV4Q5OCEzrO6xkffvwxPv3o53h5/4Db8xmdBb0xiBmnueKt0xE3r27xvqX9eREJR86OSqvWrMFEXgBiy6BIEAHkBdnztt0Ht5UVN+6mt7e2vK20fZ2jK1QoF45+YHbE70xxeL8vbmTfzsjhcvcZ7rHeOorGARvS1Z+5Ab1G325/FRMI3ttHK9DDBIzjuhGulgFNzHGfk78xGzhjtvmIDebCNbo9yHuxne+RXtzMfzOmx66L97z1g9cv6OmzSMLM9tDo3M+RwEK8srb4FNr4Bca5L4nnK/mLaJ75GW8YRlxviFNMv4NSJ6/HHyo7njdYClmVlfFaXLz9DkXw42tcPCLjDgSkKM+0AdlGtpeUZMGtOyIzHUTSdzzoYG/v8V4YZKqqepsB4Q5tzaAMQZhRqYCFUJiBGfiTP/5P+Mu/+A7WZQGzRMUaz4zhdcVhnkBf/QG+8Tt/CAJhKhUAa4aR15wsgBQdYecWzgLHfGq/LUN1MCSrUzUmbwyP/EA64g67hXOStN55Rf2Q+FZgHA7fqw0/hZhl3lVt7cRXMOLv/HPjPomoYpsfOcg727A/0lW8EXKbtIoNge/uaYefRdBXzVvXBAZbZ3fsx4jcru2IKiG5zAw3z4ABM9OiMKrOi4hVVUp7FpECu3W1dWJKiDzxYNeEQA4Qhtc/MpOTBhTLwWLPHKdCGaDYVvJgNkShIXXkvaCL/dqi4pG1FHR0odJs0/pAJZqtbYQgjfUfksoQeRKab2Kmv3A9RSfSgRwviXNMyue7jRvbZetcfFHV58wKH8OMRhyhom+fB1d+9tSX75BUNbEXsoEYm1GPSLyMMrItURGhKHoQI4MuEGY0YRRrA3p+eMD3/+F7AAilHMDStOI2sTWuElCdsHbBn//5n+Gt997H7//Rv1PPNKk1VTedR4V30kBi9zhr+TFHi1bMwcqTbdcUUco+vK9pqbJqG4hrL89EgBAw+XuXO+g3v715hdPpCqVat72EPPJzt/fZ3jM720JvcOZhrwjEwl4ETGOf/HYC0Rg9Z1wpjZXgOd42vtZVWPcyHsrJu0xaoFhknAlJpcXyQuynNao8mYOOGVSrtQTYrsBYaX2m44exGtaOTNwDzEB4sP2gDKYOGE3xYHSCbg9zLcjXx5ISzDwUJeh6G3xAUnMyf2oim60OSIhwn8zACIgydLGAjlbNOES7ucQCy+gjNSSS0fZGQuCp640FIYIT7+Cnr+uOXaUJ+jxtEz0sY89IafySvVzpE4/+7SrXo4dQknQENsQ5EEiSivkpJmVJtOOdwJmHzdaZpyD9zhBwID5FkhqNpTnNCz744If4u+98G59/8gkI1sNGlOUSdVAFSq3aX9dG8//+8R9DUPCbv/WvcXX9TBtiWfVl7YmsOWuFcosHn0Zi3uye4RIz3ceM6nf2Xr+03o+oH4TBTPLOONNx4ekf1vYNK0iOahagfF9H6pcEe6Gm78ayYeBpW4DBzCPLSZyR5rXaYBEAhBbEUSA0QaShZyYVz7Q1LF71SJ8roBGuIurdzslYLIIuSDQvQO/at+dwNGSXUgkFUa3cc5W61Td0IWINRRNT2/abzvMVo2WWFufce79w7xbuRaAkUJi1l4tvkbegcBLaW0117x7nQe6wfCyeeB9+ReLxtzJKCVKmi2TyiHsM56eejRo845KnbK9/VpFZe34e7f6FzOXiv1mSR703n9jm1GDjUdbv79lovnSCrrbHMc/xUjTsfxfTsNc3DBFiecY2FRLra2H3YBkZLUZ88V4SE1S19+2PP/gh/v7b38aHH36I5f4BzA2CZHt0JkpacJVIy/CzAA/3D/h//u//C3/xJ/8Zv/6b38Q3vvkb+Nov/yrqfABI70+lAhVbJBT7VhV5l7GeG2KLPdyvaV6lxHBUQlzsQlbxLio5w8emQoPbit5XrR4OCseQ3eBxIb4TbpJ/9z3bMXKCM2EVWi4svbhu7L0IRsHYofqqeqZExesKkQ6hGusT+23oaDhMyFD9IHMRwRpobBA/mVDztem9obeGNs0geqT9aGgmyYkVyJrH1omhZJGob1lL3TSIijUUifx27h21FBRxdDXs8QLR1FErbUdEu/RFP4eG1GNthxNvpCZ6bQBtX+KRHCNsztbHW2hgBfMK8IIi6ujizmi9o9aKadKK8h4sLMxYmlaun+bZxqn9bJ5K+PDrDUwxG3IHDs4xaFt7iduChizWogMcm+ASYtxPm10BKhg5mKNJ8IsQASdKwKwXaXjJc+hSgcMaqofOPl4waQVnYJSlt+8JJPH2sdmKHbuhESNQgkpVgVa4tnv80/e/j7/9zt/g45/9HG1paG1Fb3q4WIywiqq7wgVRYp8V1YCVoTMzbm5u8Df/7a/wt//9b/Hel97Hr33j1/HLv/qr+Oov/xJkgtZ8FF1nCFnBA0vlKgVaYpG08ZHNReClIkcsnqsmIcVdzFgxAtkcQBMMDC3KC2NCPKxr8JazXlmIBbze4XzXUcuE3j343FxEttajMboXnBBrh0AWr8noncHS0VuDtHXYiozGuGtdSQl7LaJfMYmApAJUoc3km6XlOao0MhOt1rO2BZ0JMwnm0nGogjop2l/XFcv9Awq8YvqCQoRn18+Vfqo/Rx1x9w+LHljRXGYG4/r5CUSa4llYgEVXkIvWgNS5EYgmCK+oaJDewfBK8jrnjgKxknZkzYyosPUA1zUTm6fGthYAbHG+uq6HOZ9NRYrOeDt3rKKVnpTWdG/ctghxIWgtfkVDwnz+IqLFg8sEwCpGyRmTrEoDZqtvrYFZMM9HMAPr8qA2+L6iWL8ZEe9PZOtjjkVQQS1uRgCW5WytCbQ1RqEy+mG/5npDSA5vPZ7OgjbISJmFHikeSM8WFdYTY0gUtXPBYbgRMhU13JLUhN4kpKWjEL1tCQbLLnEHTVvRCP9HNgxnEibFuIGqjbl5/J72rvUD7yoggSKFD1JAMmIlOzNQrG4gA7dfvMJf/Omf4ocf/BDCDdy0yf3aVnhFvKlWXF9foxiavHl1a6WsdLwliNSXW3/vS8NPf/xjfPiTn+J4dcSXv/IV/O63fhu//o1fRQFjsqKyrTVMtUJQB2GKoBaAuY+MF+lBwESEaVLbJ5vHmqWjVIK3MeDOoE7o1j+GjHEwNz8NutfcMU0VUU6f2OZHuF8bqEyhenvxWl9PYW0zoL2rKVp5llqsh3jCYKSFEhyc1lR/MRegrYFqYH1j1CY9FUItDZUWTOhwQzyjYukHLIupzNxRAJyuCJUeUHnFjCtwB2RdcJq0t3kphLlW3Nzc4LYtOJ2OYACff3GD+4cVV9fP8NFHn+Dm9gEEwulQ8c47L/Di8CV88fmn0VqCSIUZyQSuHnhf0UTAvIL7avsxsk1UdeRo70CGtADNrW/FilSUWT9TSiDVu7s7HOYDQECDq9wuaMXOhdoOWdgC3Tu4tU3BZvGeP8DIGCNStG5jnOcpjj95GT1hFdDiqb9KByvfo7UOkoJ5KqDZELQ2sAbsOeQ9eojirBJr8HydtLncsjKOpxNqrcOZ+5rrSabo3i9XZC+zS7P0diQ2bDcgNxanb4QNAfZzSBilc38jV4OBs1V7T20eIGvXKQ0gBnVRVMpDKqoH0eB+NSshC4Q7OmtQdEFH702bRcX/OGwmIsoowk7G1trUVScSPNyf8Xff/QD/8L0f4u72HrUS2voA7mwJ/Qr3hRXy39zchMnIS2YN1ciQmhOPrTV3xukwo/WO890dfvzB9/GjH/wD/uP/8b/hl778HnoXdNZ6hrUWzFYji6Bz93ajbPtFIbwE3hDLe6KUWgZzjEZftOnLrWqjV4QWtN6DaNdFND2RO0qxAHSqKMKoVdU58gySXc6X9pXpo1ZgIfRFe81AgFonrZRj5pua1PfWGsiQZaGC8/kBt7f3qJMy4tbUhnY4zHjx1gmHY0EpKtzZnB4quwVYGNzUoVCnigYtENwALPc38fneGWVWQ0Cz5lYAcD6f0ZlxOkw4n884P7zCe+8+x/PnJ8zTjFpVQK7nG1VNpVjzbgE6g2QFVkfRBEXcxbREQg2rSLIfhootIRw8m6l5TyNQ5GZXEzQ8TShE0SdGS9p1VK+4A72fF0gm00iEREGBIcN5qjgeNHRJq90XRXttxdXVFUQETRq4G60XdQWqDVOFOLdmQrJbm1iBSDMtStGmM0NhRq0VQoTj6YTj6UqrP5WqURzQ5nE/+/gVpnqPt956hutnV0+xvTfFKfLW5GRqUtju4KluRoigUKfYQk3cXuG2JfYYHCO+UiZFNV1MldSNZFGCUejdQOiYeEFfu0LzGIeovaev4NZUkkoHd0HrDbVoaAoAiG1eEQFDu9kJFxRJpeoh0QnOm6f3zuito9SqFW1YsJzXYNKtMf7Ln/0VfvrxK7AQplrQlhXL+UGJywhErASUMxq3zXiLz2gzEGqqox6E1PMuZcUElqDib7799/iV//M/4Did9RAQALShRiuJQtD0cEVBQTE7ph64w1wgUGN/O6+x1ySughGkafdBZkGtFaWa0GBGbR2nqxPub1bc3p9xOM441Aqg41Bn3N+dcbM2gAinwwGHaTJFwQSfSQFvgyoFKKgoVJM9CiB6gDSOVrpTHb1tSJqiJFOnT7OArhV91VJQ6Gg1OgnghvOddeizdaCAMR0TCupEAE3obAi6quCotaCKgFmbYDVuQCEcrDUtoNrPsc4gIlxdHRxMm4nABILR23yo6KJMu3dv+1sQtUE95ZYp9qunSjUqnGlEvpG3RShQs2rS1Eh74ICi8iXaulpzL6WYAsI0Icr+QYBprtF7RU14at5ovYFEMM8TqjVlUxWYo6gwQFjOZ9RasZ6b7ttkHRsrmROn6FkoJc6A8g5Ba3rmPVnLS+o2ZnWiiOD8sOB8bvj0ixt8+MkNrk9HvPXWNZ4/uwaVGZ9/cYPzKjjenp9ke08yxc9+8j0IFSzrCjJGVUvRYqjOqYWxrgu0N+9AFo072toDEtZaLarci42Sc0Vr0qToRqAqZaGCaZ6U6TGHDUPS95VgVDWqUUpfmeAnn73E/cMZL95+G6d5Rq2kKIoZ6A2NOxgFaxM74GSHxuyOyejbWtPGUcIg0nlyB+okmA8zfvCDn+EnH7/E+bzieDigEHBzf2sMTu0e3Dt668BU7bQrIvMwB6KCaZqwrqt9T1WRYsxajcsrzsuK4+EYauC6dnz2xS3+/C+/g//9j34N0hh3smIyhjtVPXCTzY3dMQSglI55HqmA0hsKEc7UQQWY5xnSujI90f1kEczHGYeD/mu8ADLh9vaM1rVV69svrvH228/1sJlgYWZcPTtg5iOoFpzmCVNRRFqnGkJp9KDG0Awsj9gRs3S1h43ExIHwjodjSq1UWro+nuD2ShEGuG865+ncF9OKCjx7pRRYyJRuWylkB1mwrIsKjzaeBRDO5zNEgMM8YZ6VNu8fmp4F7jgcZusxLWhW/ahOBcfTAfOsQsQdOgrwDnEeGdXCrQCgBqNzR5f38IatihcvFhFIUW3ANTnXepg7VmOIdap4/tYpGLuIQBrH/gGiZx1AnSZNPe1q34QQ+tqxsICoIloBo6I1bdrWVkJb73B1OuKdt67RWXB/f8bSV/SmqHWaq55FM+X4npTSdG5CFqXRbY4VnRlrE7Sl43R1NIFQ8dkXd/j85R3eev4Mh+OE67ffwat7xj9++PJ/nin+9V/+RUgvtR0UUCErmW+hAUQ4Hg6Y50nRoRm4W1PPqEuZUp37u60HOByOuH72zHqSSMQ/sTDmeVaVzkrmsyhaE2ij+FrNeC2AoOjhqvr5SoTTsaKWA4osaPc3OHNHX1fc399rjF8tKHXGNJ8wzZNK5i6QKILhhGBAvqnaeJgqWl/QGgOYsPaO7373e1jO9xaeMuP+4R7LesbxcIrDoihIGaqHWTZmO4SCaRq2U0WCBShshU8I67pG9z+3f4owqhWG/d4P/gm/+Wvv4Ju//C4OawXziquraxAJ2npGLYzDYUKtM87nBcfjEbWWUU5NxKOTMQkNu011OV9RKmGaJxwPB0A6mBsqCj777CU++uhTvPfeuzjMgt4fcHU8mmYwmYppvZxNeF1fHcBtRS3VjInmZCnA0sxLbJk+WWX3a59KSkVtWsuqKLO1daCN6MntDMTNAMZMzDSi7zdMteBL77ytQmpZsKwLOgvWVXC+F6xN7aL3Dw+aiWRqPgS4ubnVPjynA/pCOB6PuLs9mw1T0dW6dqy947yumKaKX/7yV3CYy2g9C0XN0arWvKbVvLFwsxa5YFW1ufcO7rn9gDJO9yCTOyPJnVlapOR4cEcfsJwXnB/OtobNgKWp3G7PJQJW9eyrn0fV2YKC3hccDoY+W4eGnBWbf8FUDygkuL+7x3npuL9fwCbca1WGOM2qPfbOmA8zKhHWdcGydgiRdsRkxjRVNBZ0EXQIfvTTT/D22++q11kYh+sT5uMB57Xhww9v8MnnN7g7szl6/ieZ4hdfvDTjp6tgFAjKXfIQwd3dgxGFH+Jhy9Aaf0M6iRnOQcBducVnn32qahCU/7j9w58xGVMMqUEUTDGMq2WgOsD5mMZwKdw3TxhooFWoh/LV3Q3mw4zzsoKlYD4cQdCUruPhAECwdo76iFQmPD9O+PTuJX7+6Rkf/PhzfP7yBsuyYJpmMDfc3d9u+paQOQR6EDibrawYLxqfdRWaDS376603VItjjNJlop0AW1vRu+DP//q7+Mrbv4fSgE4dt+btPh2PYKq4uVEvHhHh/u5BUX/VtTudjihV1bQD1G65LutAUsakHpYzbl/egn1N7fB+5Svv43CccH5YUUrBw4Mi3lKVcpoxdaMirHe3qhZ1tnq8ElWZ1pWNzgq62fT8fTKm6vQgLPA+UbxHToZwcoWg6PcjZoQn3QMSoKPjME94/uwZ2rrg5tUN2tqxri2YqZoKtA3u2tS2PU0V2gul4zQf1H4rhM7A2s3jqhACdw+LOvNKwXyY8M6L55gr4eH2Fms3WzWK0oGdHe38qIypmPNk66HX+Upn08xUULAg0ChEtQ6WHoJwmmY0d2yKAoDOjOWsDdZUXVUGezwcsKwNBYSH8xmzhYWp2aygtY7rZ1codMDDfcf57CpqQ2sdh8OE589OEHTMdcb9/YrbuwcABa3rs9d1BXNFa4JpErS2orWOq8MRqzHhDsbD0nCcZ8x1BkHwyc8/xtsv3sbbL16g1oJWBNdvX+Pzm4bvf/A5Pnv5gCaMqR4BYrz1fKDvfzZT/MqX3rZQAwKLGrGV+NRo25pKTTWie26oMUZnUCLWjcyYKFVIcWal9qhaCgSMuU4aftq7GYWBxbxZjgwKALp/iDGGbzu6kg21yw8MqIBEpdrxcMBbz6/NOyuYn53QmXF4dkJfO87LPW7uzpjnGXx1wDQrkqmkY6TWAJpR5Ywvv/cO/vOf/T06q7H9cCAsywN6XzHPM3rvI1+WlAkya7gBGgyh6pWFQczNGNLamhK19XPx2EYqhNYWFOvH/fNPXuF//OgL/P433sNER0UmZoRvTaUxzCM9TTPmuYTNqLWO9X5Rm2kbTiTNxgGmqarR3RwLHYzeGsCqXgsE6OqtbdIDzYJWm7cFt7OiRp2voNYpVLrWTdVjt5OZN1OSU6hL1FoQEfOEu72MzP6Y6CWZZwDSFqK2rvoRXce5VkzTEYBgudcDvZxXk/DhBgwGIgAOcwUV7b4IEKhMuk5mU2YAK3ecriZINy2ICDTNmOYZ01Qx14ovPn+J1jT7SRGtalQQwro2W6cac4pwMBOizvTcpOJmAklnL8JhJDPSFVOZQFRwd/egEQPkwkVt7rUq3Z4fzgABS1enE4iwrBpKM1UVovf39yAi3Nzco5SCg4GK6+uDmsaEUMqMtgqWs9q3VeUXE54qIDXURvDixXNcXR8xTweACroIzg9nnJcVV6cT1nVBEeB4usLDAhxOL/Dy3PDBjz/Hx5/d47ws6KzpsVOdcDowvvr+C7zz/F/gaOH1HserI5g7Hu4f0JpmXZSpYp4o2WkAWGCnMOO9d97CVNSwPc1TwHEy77RLOCiNYz2fUYjw/HTE0hsaSThgHpauMWncUQtwmAqoVpyXFRDB4XBEJa0+owvWcF7OICIcTidMplIf5hnT5MGgynAKUWSQ8KoSrZaC51dHHOYZdSLUoodY2BhFLziz4Pp0wo9+/jHuz6u56Tt6W9B7R6UCc8pFDTy3harTR4z41Jbo7Za3KiHCojYAsFa90dAUJezeOw7HE87/H2lv8iRLdp35/e7kQ0RmvhEDARQGkuDULTbVVBvbTCYzLfQ3a6NNL7RrbbopGSVSgAAUC6jpvZeZMbnfUYtzrkc8kCxaAwErVL18mRnh7veee853vu87y4J1I3/7//yCP/7kFb4Vks6W9kFwu7v9hPeWnIU8ndfCGqNmwE5NaosGY4EkDA2qgOHeNZw1WDeIiUX1ek8k45OufNMucLpu1tyhCGlK5VxkKL0xSgaWktD2g9NeKR09nm2Qwc0N6TBDM3ULXtKQEWqY81pdaMDomahB16b3G0G41cKyXG6wSGENCIWrZ65slBlvr+WkfCZLzZX9bgLTCH4k5cLknW4QS1wj3jmss5JM1EoukGujWbH3KLnIwVev98xJvUv5rYAoJe01K25I4O2f21oxDOldWqvUrKqNpdYqwcms8P0cNHNs270NOErJWAM+BP3dvZQuTCHoe1iqU4qWhf1+lKSiNrmeklmXzDiOgma0dt3T3jFNThIEYxSWkte6ruSSgZMerIi6xVrimlliYcmZS3b85usnvnx/4HDJ5CqVFtqQef1wz5tXI/d7z4vdyOCuicd/c1B88eLFdsNDGKmlyiZChfKmMXiLtx7nHa3COA6MwZDjCs0QAjy8utuyt94lE9A205qljoIpGsR92s471mXFtMp+dFg3UltlcAbTGpc18Xh45uXDA6NpWG+o6UzwjmmcqXX6KBuRYJ1IUVUjzl47s7U3hyQQlKqZiG1Y78glUbQjKKRbOXHv7ya+fv9Eao2gmz+nCAjdpJaKH7wGubZx8qqWX4YeFJuUSXqyX12zzXYN0ggRLpz3XktCR1wS3ge9r0JOff945u9/9hV//Mlras28evWSeQ6kHMkxkqos6vPxQo6dImSFNVArneexrgsheIbBS+ZQi3RQjcHavEEVptNZShJMUHFh771gUq1tgpqq3EbBMsvGXcw56RpzPfpvG7NjWc5eO9Bb6az3rLQqjSRrGcfAsij9aSvJy1aZ2D6yQe9/SfJ9PSPVN5bD3iIa9nZtyPRXq9fAbYpc4H6/B2P48OFZDonWNuu2lKWJNYSAsQJDjOOIdaM0FbTmCd5TsoyKrXpwOx19Wm4GsvXraNoskZJb76s2NUutNJx+zRC8o5VKLlJKlyLXMfigpWvRXoGqTZQfqctRYK7m8N5rma/xXiKdZLkYvPNyQKE8YGuZ57Dhyg2Yd7NWQAYoxDVRNEmQPQNgaUumZkg1Cx8xDKQqVntff1j58Jx4PJ1YU8G4QNWGzTiMvH2152EfuJs9L+9HrIGSEtPwe5TP6xrJKSl2AN5Ko0HKxYY3UjbbEADhm7Wc6cQd7wdJzS8XAJx1lJplgevM2uANxSkr3xhsRVvrkRQLGDFUwFi83qh3Hx65v7sjhMAYArlkzmuikmltwZrrOE3BRYSYLOVPFhF865QYLaWa1T5DBeM4LwkWNqxFunMeay3eGC5r5Ve//ppaMgl5trmTjK1kY6MVN4+6ldHgCaQabzb9NQAUlS31DXgtewRj6nhYbyDkkpjDjpwzYRioNWKa5+9+9hn/5k++z34KQpGIiRgjIUiptC6J56cFayEMglPlnOXEr003iGzqZVnlsBsCzgX9nI3j8SRNmeA1SMjPpdRLZ1iWFW+vZV/OhVQzIQyKk0mTI3gvz5ESuwAAIABJREFUJWcuYJSErZHUGoMLEmCd83QeWyel9+cjKwNqilzO55vNZXBeDpV+T41+3qyHTtUSfNOP6+ffMjXXcTd9VjQlWrvtZ3pj8KsvP3A+L8Lls4ZxFOggp8RuEoim9MyzGpbTspHnmxEoqRZ5D2OlW5xbD369gaKLpsiB1u3/S5NDrmnQC1aaalY5qDXLPe+VTC6VYgV0aorLBy8YtTzTqpJZQ8lVKTtWaWqqwUehE43Q/T52DLrWJrALhmEQyMD6QEyF83GhVpiCZRgm4dUqVl6KwAA5F6z1OBM4pcpXXz3yxfuFd48XmXDptaJxHm8Ndy9mXu5H9pNjN3kmD/udZz85qXLdTsr+b3h9Y1Dc7yZqHRTfkTIql6JZiWzQXBLGesRW30uq7RrjMIg+MVdSSpKFlai4R9vkS9Cn1KodfM66wLSjZ7ycaK1STcO4Ct7wdDwwBMfpciYMI4fTQhgGru7FGvSUihLj1UmmGSGcl5oJzvLwcM/pvJBzxToQx5qyaWRlY1gCYGolt8y7S+P5IqWFBBSDM46qfEYLWp7LQjWK+znriPGK+fQT+Tahv80GepbyES7XhBohZXjv7gdiPhOc5WlJ/PqLr/nJ99+QWiUnlXK1rF1lw4sXLxi8w1oBxS/LhXGcNRuVQ07K2w7cGw6HEyklskINORdyyex2s8yZKYXzeWG/29H087sgOFXJBWxjDKPgTW6QTWaFJI4RXmqpWalDarLRoGlJVUpiGAbcGChFJWa10rDkFLVpY9ntp+sh4z22md9qVPVubMfoQA5M9L5/bFQglQQ3f7baKXUbGfx8PhNjZggT0zQyTUFZV42SG2beUZIEEotUB/1n4RrwSq3Q5FDo2ZhQeISp0D9D0fLQZAnsHaro2vlShdHgfaDL53pwr0WuITgnbIDaNkZJzXnTCEtF4q8lb6sbh3Q7nJuu0w3u6OTyfo+vROtaK84NPD4daMaxxKSY6Ug1FmdkhLKxChNZxzhOSAJQGObAPO15+yZyOJ6JyVCrEbWYswyDw5EYXGWeHAahzkkCrA2/nDfa27/0+sageDgcRHAdvEh7WgMLzoMLjlodKTndqFIGBW+ZhonBW2KT4e3ej1sHW+l+8nC1k3Q5i5wnhIEpDLSGBiXZeLVVdvPENIyUXPjOmzfSeWqVykRpjWm+ivpF2SGLxqnuFpANrv6GtMzdbuLFwx0+eB6fDuSiWJHiXIMPdHRvGgbu7+9w1pDTytfLiZiFcC3cLYMbgmTW7bY7Wul8Oqf8Su89udw8GDkgRTivmFeHGXpQLDlTS6F2vqFmOcEPOB+IKbOfHzCmkZvhv/xfv+R737qnpIh1AYfDWK9Brov760Yon6cJ7z3H04mgOLBzjhiFAO/shPeG/X63df+ds2BValeLQiASLGLKuikkY4hxpRZ5zyVGLhc5xJq6tDhvmfYBZ3YbQdg5lZMV4XUG77A01pQFq9L7C+DtuB0ap/MqmVII8p5Ny28sxl7LZHl2STqtzRBjuim168ZuSEl4qt45nLfM8wxKK4lR6DoSKCU5cE4VUNqAMwZSXvWZKRZcpaHUR1d0SEk61dJUykWxUiPfd2VPoDjhVZ1knRCrc8kaHC3eOryVKslZI3Zmndajrk4Wu7kVaVzd/i17VoJJnxTZWR7XDL0/Az3IatmCuMQhuZeXJfLwcE+pjTUW5Qw35nnCe8e6LAw+UK1Raalwgq212tnPeF+4Hx33o+Pb+3vJ2L1SjJpUsN1Gp+k9SzlJFdcgrZGkuurfOSgezxFvHcNYKUnKlzVlkexMgVoEt+h4XHCWIQQuMXG8CGvdGMO6JM7nM3d3O1LMxCSA/bwbKK2x282cLwulFjrOKsRj0WlO08DlsvDZV18RhsBuPzMPoqIRKZhl9NL9rq0p074vfMuwEUH7QB6Lt43dGHCm8Xg4klNmHCdCsFSVww3DINK3JmVcSYlUC9U6PvvsS5ExAcF6LuuK816yaANu8ORWtu6fUb7WViJTiTHJQlfdJ01pP02AYuf9lhV0FYtR/MYawzjuZDOvKyAyuP69n0b4/Ksn3j4MFIS7ua6r1mFNAfeCD24LSqfzUbK/FNnNO5x3vHn7kv1uJudVMihVPJQijjdUdbvTjmlrhhylIdcaGOf54ssPvH/3NXfznpIyzUBMiTpX5t3I4XAEazmeLgTvGVXK2H31pmEEW0lWzCKXNWGNVwyKray2xuIHJ/i3WqwJcf42w84Mw7BlCz2QbtJBRJ8bY9w6u8YYBq2CpHzMQujPhRQL1jolg+ftIMs53/AMe0PmmqVihNHR10P3L8RWPbyNqlcQHK6pNbLRLnztfFdtpNDUd1OCXIcwBA4p5I2VZK74oJWMsr8+zqA1kVDn7WsgMdt9u/25Js3ybUZ1/76igX2eZ1wYePf4zGkR/DlYg2+FuKxSVXhLjCu+46DWaTfa6sFgxLGKqhh7JS9Vr0eUT9ZKI7gijaIx3IgfGuymYeNt/kuvbwyKpTRSXDhfGkPweI8urMR+NxF00wrQ3nlsmabBoCXhz9UM1o3kaoWtb6RNfjhdFIxOWOtZ1wsp2a1BYozhYb/DYHl+PjPN0qL33qrhdqMAtgm2kXL96IJ7QIkxY610UJ01jN6Lm3VVQ/DaeP3qpUqfOinVYq1wp1KteOeIl4i1ll9+8SU/+/QrajNYspTsppJz2kBpjBEHl6r2RdayrkL1EXyxkU1WknvvuoryxVjVFXdOHXRnR6Es1SpNAETDa+1EzqKw6N+fUuSXv37Hq/33qGmlpAyo3VjrG6bis5QZRu/n69cvebjfI/EnU1vhcj5yPp8YgmWaB0qq5CgqhlorxsE4DwxTwOGJKbEsq7jCpMLPfvYZ8zTx4t5xPK00RC0ThoHj4cSLlxNPj4kPXy28/fYe7x2prDwe4ec/+4y//PNP2A2QSqXagVYyOSW9nx6ReYkiylqjYgAJzLKPNQMrjRAGpTWZm39gjVJ+S8xpnE4L0zTgvWUYAjQlbWcNNLnzF832DDvOJoGnl0SGj3T7Pfho6eks6tAj0lOaxTrRbdM/vgFUjieNik5TUp6u4qTuxpxV6Di9uXkdwXrFI6vCEj1zvK5b0VBrsNOsVZPCjyweb1+tqj2MqVtMsFaSgWEI3N3f8eH5yHmppJg3HuQSF6Zx3KC03t2X9VkUS0dx+vIRtBTCgHNeG03iDUmVw8f6cAMBSDCV62t8PCDsn76+MSiel5XBiYzGOylplzVKSzwmcorKx2ucT2caaClSRQJWEtM402xTzlKVUtx2BYHXzKSwlmU72dGF1mg8t5OUsuPEPI8bebV39yyG0iVaRhasFZmHlitOO8xNTxTIrhCCZzEG5xzLknD+2mW0tms85fS2SgEyCP5yiZXSBBuqPTszhqgC+Fwb1som8jfyvY4NygKUcqvzPL11QhOCK9ZW65WfdqM8qaUT061yzyR4ej2k1nWl1sYvfv2Ov/jJd/GmsixZGgvGbOM8aY2UhG/34uGO3X6WIHh5Br3ukuByWnDOgDVcDhcB/6MEgjCIc0nwI3FJLOcT52Uh5co4jhwPR6YwsJ9nDs8nliUxzyO7aWRdV8ZpQtRECw8PMykmah7JsfHZP37B02nlV58/8sl3X5PWiDEdiIflkvB+IMaoxGTR38aUCGEgrxljEdzKaH9Xg5YExyvzoBTISfh50UCzTso8xcVrKZs3obWW0g0NtGlX8xWz65JEeS5W+aVahvYsTD+HBCpZc976K75prtXOtet9dZcSvPn6PVKydsWT/a0gfFMWm9tmiHyMUiUAjVMQaedNxVGLNFBtF2FQP/pMHWOlc2Ixm4rGWOlU3+1n3r55CcDlvLK2qgoxGbUhNK4GZFJMm8TPWQdY/SwoxSfTD51aomKPaFVqt2vNWeAb773sWyPUKGmSud89KHon0bzkSrJCn5HLtqxrxGB4ej5p+aBE4IqqTRzDZl1kqUUWqGkoVy5jjWMcA96ptblSVWjC85IJdNLB8s4R41mxJr8taBH2s3W/MEbxF64i+u4zaESsXmollsimt65GTi/naGpRX3LpfTViluzG2wDG8v7xGSg4oy5AxgmWUsW2XpxxjDZAJPNdLhemaaaf9mjwc064YLUU2o0hRHCeNa40xRBp0EqlmUrTclCA+u5dd9Wdd9L46VJ4fD7xrRejCPB1MW/KB9MYp8An3/8Dclx5enrChYHlsqgZR2O9XLDGM0+DLFjrRfrZYAiBqNrZ02XFYIhrpjZY1sjhcOF0jFTgsy+/pJbGt148MFjDcj6pZXyhpImXL+8xrpCS5+npQMMxjSN3+8qvPnvHF+8OvLmf+N7bF5QmQd75wPmyApXBBYy1G/XlcjhL59MblnMk+MA4irjAOkdMQjQWulUjpkIpjTB4Uo4Y7/UZtM0/UDriBWMEc+64o+ihpVTuUszNd6NnclszTQNcg9asHuQaXDcSut3mjfT1cA1E8k9rbPhZt1NqNHGs6ZkabNQzjOLUnRSLERd35ym5CHF+zaxJZI5XnFKWSk9GqOYacJt+3t6w1+y3E6Yxhv0w8Pbta0paeLibuPvDH/Hh+cBvvnhHVSJ/VEek5sUEo2pTtLlKWTvfNStUctVEd+mr9x7XHCVHQA4hGxwxJpwT2lqHQH1wlHYzjOu/NSgO3vH4+MQ4jVJK51U7w5ByIYSgNxfOayI4y34/CdibsrDVW4IqJ3gIAessyxo1SFUacrHBOYyXcqaDuSllmXFiDSkmvPN4L3ysrVRpTYKYdhftTWDpXTTjJJtqrRCCle/Fbfw/VJddNZPLNanvmpwu3om1kQP+8etnfvGbD4LDOY8zUNZVyp8WMdUR00pwO3ynBWkntbWKReyMBu8xTQ0TSiXVhG3iQeitGFh4J13V1kmz1m7d+95JM1YCaNeN55w3LmPMlb/7+a959Zc/1CxUDpBShGe43028/dYLUrpwOgvhPa2JDx8O3N/tKJ0GYy0xZdG0+kZLhvMl8u7DgdNp4W4/8erFA7kVng9nwAt/sVq8CxgS3379GqNkYWMF6piGAXJlmEXkfzxe2O12rNbzi8++5ngSjXkpjadj5HheucTMD94+yMZLiRd3O9X8ilpkXTMpyZpqDViF5weGdRUmhHVW1RrSJFxjFK6j95QoEAkqKWutkUrGIXI+WQvChBD8Tjq/rge/LcMzyjhAxxh0/p9mNLrHapOZLA2oOk9FRmF0a+TbwNibbxpem0K5eghXzd62akSiyfa5bivfXn2czmeMdawpsSaL9Z792AiOK7Ee1IrvmntYTXgbYiHmgmc9r+TqWKthGAzf+c5r3tzfE1NmWZLCRpEXdwM5PvB8WjldLkT1/yxJ7PswDlMKAUPN0qytegDlJi5X3nmqwuO5JAZEteWcYrVLkn1ePTEtajYDudjfL1Nc1gv3D/uNJ7csH7PpBayWzGMIXm26rg+h5MI0z2pzJV3gGMUludRCyYngRyWDZqUWNG0mWHXlkRb9NO4Jzm8zSraGhQK+tQ4KjF+DQ8fYLBbBaqWTaKxVh29Dy+VjXmOT986pB9Eg9vKtYrzncF5wPohAPUbpKlYpgcVMM+Nc2e5Da9c5Gd32q5dUVlUVtVZxd9ZTr7VKMQhgnJOUvc5sOtRqxCShRKEXjMOEdXa73o0qguFXn7/n3/3JJ7ycg45maHg/stvtmHdSwpZcOB0vWAyXNerGMuQmC7QV4XbGWAjDHZ/++jesiypUmmiVP7z/IITyWCklstsNpJS5rAvTbtCMLNFCYFkTu90ArXK3v+PpeATreT6ceTqcGYcRb8ReLLum9zoTC/z6q0fA8L3Xd4xeCMk5ZUqVjSVUMMGPU0qE4LasTkjlaohsxM4txkRMCR+8+keyUbY6C6AKqMVgw0Y/qUhJZzVD3Lw3NZNj69IqttmkNBfMuW1NE9uth7W7bKzZMF9j7CYu2FyTOqyjbkeduiZJ2sdaaAmJsHVBejDUtYmBefRgLLO69xgjVm8S7MzGX4SGbbI3q2k0I8lQLYUYDadD5cNx5fHwxBjgf/4Pf8bD5ITBMgwbvWxZVpZLxHsrzkM4mjPEnLf9kXPEe8clSmNwCJ0FYqDVDbvMpdLUQSkVoZutSZQznSOZ87odRNB6Mfm7B8WulhCPt6LGkI0QnEi7ane2sJQYaUgzwavtvXeBuCYhMo9Bs7Qrv6wTZ5clQ5OAkLsPI1ZdMkRzW0sh1a7tVFygFlVNoBZbmlEGYejTwHqLV9+9qk2VvuDk2kR50k+Pzg1zml3mkoXWYC01Z8bguFxO164hbetkbqVwjVspK/6Lyv6v3aDA0I0UZMaEJxfJcJxzmGC20msIw42prZa/WmbVWgVPM27jzVlr5WtWXFeWYvjNuwPf/7PvMwyDnJYaPNdVcNysHpU+DEzjwP39HmdEDywdVKHwOGf59B+/4Kt3B4K6nUyz2HIZazldVi5LxBiPHyQbPC8rPohixlqIKbLb7Si5sH/Yc9EGR8sJZw3TNDCNgW+1O75498z5cmG/31HamdOaiLXxs199Tk2v+emPv0fOEtCCYkYxRhrdZEL0+UI+H7YKI/dRBa0Blbv9vJWwgB7u6PgI0TaX1lhiJCijojSRqYWgcFEvizUg1lZ5PhyppfHw4oUwB3R40vYc5fjXe6zNRa4QEjc6bquywu6MI7SVG5XN1nG+Uo6uWOI1Cvy2agc6D9FogK8bnmmMwTaVw/asrDZSkabX8Zx4f1h497xyOC3UWvjjH77hf/r3f0JokS+/eqRZx4MmHIKry+f03vHiYY+znqfjkWkaOV9W1iQmEDGL3HQcA0mx8D64yzlLK5mU1XnJoIeYPMOYzrInvMBhztmNwiXv/Xu45BgsWflmQtmSDbJldSUrFyjronN0x17TRNFgXWAcJ0pOlCyi8i4yt5qDG7o1lwYPXSij9/QuXj8t5bMIraC7LG9zLIrYxlMr0zBuXd5tMFAVqsQYBrzxYjdmhDDcg3TTE71p4BSzCYdBGhKvX90RHIQwaoB3mrEavbbGJz/4A54+XKitMYVA6gqBdisZk2u0RnhkIfvNo8854ZjZZpCZE9I5LU3KGWsU6EEPENsDsGVdk5LlDdRMs55zzIQ5KOn6mkF3QEgOLUdwBtcMjYIxfpONORXop1x5ejoJz9NZvGsMrjGNQklaUyYMHms8h8Mz93cP1KZNNgXTYxbvPuMcz6cL5/OZh7t7DEKRCiHQrMGRcMYzTzsuUTiThiTAvIVffv6IcZ7vvprZTbPyUpvCL70ZYDeeZUzrNdOCTYHTNytcM7rabpoI1qrtXRWnduSA7OGrVFEWua2DK5lVBeZ5R07CwxX3bs84Cpf1cDgxjRP7/Z41r5LlWRl6ZfX33CR8uu7VKqwqXck6LsuyNdmc63ZjsGVFN53l22DZH38FDTha4BunyhqDqZWYG8tSiKVxXhKP58iHw5nnU+Syto1svxsM/+Hf/pD//s9/xHo583xZGcYdTfdWP7BrLUiuJRLA169njIGYslaQ0tgKCpXRVD9trvekFOE0l+69iQS6lNMGLYQgdCPnnfgalKSsBEv77Rv73xIUx8ExjX4rAXP92IFjnkZMa/h5wHeFSjWUIgFvGodNUudGT7fKgqZd60zv0Dk3SBbaYNDusWQgAnRjRCZYW6c3VKUudG2oPFQXpGNlXOcmSUmQssgUnZsZg/L/alYrKktahZc2DoN2w0SCthni1syxWP7vX3zGmsQzrnfLrbGUlimt8v3vvOZ/+Y9/xf/6n/4PLmvbFqOtRje23X5OHMUrzghRvJVCSwVcpXonQ7uMwTgvjRgMWS1kmgWrjuJDGCSTNMI9DKpXJkEpK+dT5Hg4S2Bb5eCxpm3gv3NO3Mh1fkvOhaQqk9YMrjXsEPh//7/PWRKMwbKbguCXwbMbRfW0xso0DjjrGIJlDJb73cTdPNCyBIXzKgdajBnvHaP3lLiy28/qXCSB93i6iBb6suJpNO/EnMNIwyvHxq8+f89pueOn3/fiXh2GzRm8dyLBqFuzbDiU39aledKsumJ2RRjR8llM1/+igVAdcYzBq0Zeyt927Z/0wKNBzDpxMx/DSLfVL6XirN9YCbVWHf+g5re6yd3NLBFr9QBXS7meaTofBLNuXXVmlM8q8FDV0lec3+V+yO+7NmCk6kANKvSgrJVUK4dL4evHlXfHJy6XtpHRJYO2+BB4OXv+47/9MT/98RtyXrXzK4yPxpUL2jO0fu+7we2bNy94fn7GrYZSRsUPHTkJ46MUqf4MhljEzd9YWON1YNpHkBqS0ULmvCyMo1RIpgltqVeDv1NQ3CZy3RThW7auUqdOIRFidNturuFq8d/do7u9fzcLkBPvupC6RX9r6M9KwKsoD1LXSMmdmCs1Q2ldPSHMdyGvXvlOvQkB2oGjfDR/RBavLKbum8jNhmglkZ3j73/5BT//+a+Zxr3gkq2xLCfWuEiAso0f/+B7jM6wn0eicgdTlq6tH8Q4o7RCSatiXkJLst5hixf8rGRG57f3d85tqpF+Df3r/cByzpFyvNHpqlM6luDhfDyDNeQkpeUwDBiSMgYK1Ip4wNrt+aE/y2R4/3Ti3eORYQy8vJvxpjLvxy24OucIwTPPkzh0V8leBieLO2jWfn9/x9PjgZIlA51mcVTBwNPhQPCiYb2/n0lqjHBZHWWJ3N/f8Xw46iaQjfzuw4G73cTb+5FWIksScq+oC7s9mFQbouywFNNhEvWRNNfDuqJac81MejNmk4hq46Og2J652RTtxtBja6xo9kjnE1bGMTBN47b+vOnb8J9vAPSgkk3ZArgYjMjAJ1GkiIVbaYoHahaL7s2szbWG1TEQsldqTZRmyXhyNcRcOZwj754vfDhcWGOiVa9lf5EhYBrsafD63vM//OWP+dEfvKC1xPF4xhjPqCbDnb8phh+B3qCU6xI3rBgXnBFWyjyrMewaOdWmXOA+ErVimzg6dU5wT65qFQ19d/PxXuCju91+E3R4r43Rb46J/8rgqt/C2bom1JhrW5zOSdJFgelCeV1kCkZYZz7axB0XdO5aqlxNQZ1WdvrzihV0wwB5QE3XetsQkyb1gpa+V/2qaddGj93Aa8lAvfNgNdvUr3vvtuaI1aZMbY1p3DHNe2lyaDOny8QslphW3r37QCs/ZFBLJlNk9kQYBnJJnC+nDfjfzXshjCt5WjC/qiL4RLg5jDrueLWGvwbFUjI5K92gXE/P7pSymxzWekotWC2Xs25YZ8VvsKmG2nknFmrqnPJwPxMGx+c//wIfPPd3Ox7udkhlo/iotZRWMRQul7MYf+QEBF6/ugMLp9PKfj8Rl0UI7frsRV+tjuqD4KfzPAqjoBnWNfH++YkwjCzHs4zC0MZYKRXnBz776olgXvDt13tmp0TmPt6gl5qmY3ICSXjvFMJR5/ON6C3wj/3o3vfZOLejB5RO0zWr2rjoTY3GlUfa0zFL5+Hq79KgLXN1NJB2ni1mO/z6+9KD8tYGFgOPvh2KBuVYRIvfqyiUxlJKFpecLNQb4wJLHbikyvPpwofnM8+XhZz6fB+oxjCPlZf7Pd95+4KX9yPDoLJOPPc7z9tXM8EZDocLxghZu6t6nPUifcWo0cuyNYacHvrzvFMZceLzxy949eoVdhqxxhFzliFoyjsMQTJj5yytww3KzzV6/yVDle/JRSg5DpE61lZl7s43vL4ZU7zJpHq3Cv3aLbNcn1yHjeWPeqL2MQWl5q2pcGt00NPe/rv6rJKSi1qS9xUgJ38uVQFUtkXuFFPrnzX4fhLpMCiDWGRZi7fdhqtugbMTciuqLbU9va+q2PC4mvnu6x3/J5njstLNPEMYoVXW5QLO8Zsv3/P1h2fu9zPt6xOtCcifU+J8PjJNkzQigtvUGJCkZLMWwsBaFhkkZN1Hn++3D6la60czXU7HhWEUe68+O9cZy6tXd8SY+PSrR7z1eGN4eb/DWrUOGwd5b8MNtlrY3Y3cvZh599UzNM+b1zOuZ9oVpt2MpXFeRMccsgyNEq6qUJ+C9/hx4MPjEbc40npmCKOQlb1w/M6nM+M0cT6d2e9nvJfgfno+sp93OHfEgvwuP5BKE1frFGkWgh/44vHEw4s7HiajZOSqtmfXZkPPXq72dWxBWbBy5SKaXn71V9Pfo0YJrUon1mq6agyFHnBVwaKNjM1g2TZRVTQNeLVhlAq2Ofg0GYy1fTbtNPfM6oZiKIhcFb22cWLcEYuhJuHX7vcDgw84ZELfmhOpOJYG57VySo7Hw4mn57PYATaj1DGBqZq+99vdyN/89Q95uRsoayReVnb7oNmqYYlnvvjNCazHWkNQ2eg0TWrwLBK8PsjKOS+SPz3Qe/NrHgeWJfLm9WvWGBmHgeluIqXEMgqToeQk5io3mSZcrQj7QLF+oFi18GulYey1e79l9r9LUGz6JASUR090xciMUAFyLZupZe2Hpu2lsHRsW8cXWtETvndjlSJw27mzolaprUmGZ9sGLtfaNiAaY7T0zFvAkBO/m7CKCYDgkHnTh1YD7qY5cw0CglE2Ze4H1VGXnCnW40xjiYtSFOQBLMtKyqsYr3rxi3v/fOI//ef/yp/90SdibgoczieRpA0BsTOsDGbsfAnRVcvzxRpHCKLSSOvCNE66WNsmZ7RWOtqGXlo1pnHCobhUyZCzZGLOcDdNnFcB/O/v9pRSuSwrr+8nmfHSrgdPP0ics9zfzdRWefd0BGNpJVKNdGKHoIdRTqRVBsCnmAleSjBjLGvKYAomCn/s8Hzm1asda8yczmd280itYgacaqOayjh5MDJ34xKFjvRwt+PxcGYcA7E52iJWdGISC9M8EJPl8w8HeLlnNwVA/QHp+K2oNEzHiJGh6H2zVpWplSxRtBvebnjVdYVKOWZ0+lxvFmq2lnPltCzs5hlvhc/rrKXVIo0kJ96ZmBs7s17mb2W0Zo1G/rvpprLNUGuSNYSRa7edeyfPAAAgAElEQVSD8BqDIddGzMrRrHA8r6RiWEvjsGSezwuPx4XTaSFl9JqVDdnEnNYbR65Vphe2xKv7Ha/2FpdkP2dnWKM0YGJeKTky6oCzJUvic3Yr45Lk8DB2m600DKNwbnWekgTPmYo4v4/zgAue07mqfZzF2ZHcVlLq7k2SKKzLqritBt0kFoEpZYHCrOina6v4PiuqymH3e/EUe8nQwcsOPOecRaeraorCVXzfA2gPqwbFHHXT5Xz93h4LRWmStkyxU1iKlrNiKe9p+sCrNmdKvUqvric/NKTpYKy4ophtLOS19OiSu20mSq1aTkvpn4t8Hh8sVk/9eR4JOvg8RpEW7uY9IPzL/vr6wxNPx2/TgJgWluUCiD17rUhUt1ZMEwDjrJyCutBdCKL6WC6sKWK2eyGoV1cZdAJ7qYVlXWgKXOdUdD5I4WEcuZ93VB/5ox99T+yimlzrNGgWX4oM8jIO7+UAun/YYV2jVqs4kWM3T5TcePlwjzWJkqOKvkTWKKMJHMMQSElwJGskwL9+fc+7d0daszw+SQY9jTPNSyaTcma/3+NC4HA8MQyCNe73M1+8+8D9wz0Gw4fjKjNnaqMPWc8xkWLiOWfW08KPfvBtJu9JMWtWoMHRCkPBoBIy7brSmuDCztN0DTv1ifRulLJzo5NIRply09+rgatVctW5KNWwxsS6LsKdK4XgHacmpP3gnIyCsE3L5k4HspoF6s65hYMQziDGyoiQJoGy+3guOktmzYXcHDHDYc08HhYeD0cuq4ylbbXjcz1LNYrVW2KprMi0Pm8GXuxn/vSPvs/gLOfjSmmNmAvrupBK1dkqkDNqjyeJUV0bh+eLYnuOpnS7s70wT5MqT+Q1XJZt/47jjHWW3f5OLcXkZkxDwBrL6XQhVZmjM88TMs0yiXtULYxhuPY8kMpTDG+v0J/TDvQ3vf7VRotw7+qWQXTQ9JbE3QPbJnPqAajvfydB8OOuj1pibYNqrw2XW2VA55JtJGgrmJHZutBXqsttYOw/n3OiD8+WrMxuypX+WQ3SVewwgbXoPJOrrxzA3TTwnVf3vPvwzDhOSpKOGvTMdv1rbPzt3/0D+/tXxHih1Mw07qg6z2QYBsI4qJNM2/Co2ufbGBnjMLRRrKk2B262++Od27JnY+ShF6TkEmdxRyvw9n5kcJZUGvvRM46ycOK6SvfdGLCGVIQX5p1h3nmsk2z6i68ecU6oJM5ZaIV1Wbm/D8R15XhKDINntxs5Hc+C2WhnPXi/zfe1VnXFZWHeBZwPGNcwzmmGDGEILGtkGCeWZWW/n5FZH46M4enpIBmDytDWdaFVeV7WONFDY/nlP37F977zhsmb7RAT3qZkX04rnNagGUsYJ4WBrMjkauVwOklWQ+fsqcRMGxjXhqPZOsO3+6C2tk3ny6WQMaTSWGPWRMESfCB45SLSuMkmtt/dNIHoBsfSYGrEmEm5kissqZIaxGx4Oi58OFw4XbLYtzXJ0pri732d9j1Ycrcakb3h3MRu9rx+2PGnf/QtXj9IUMm9kVOr7h/D3TTrqIlGs9Io2e922jEum0G1c+LUnXMmxUjWeB9C4HKRhmMDrDlJsqJmETLDRfwAjLWMo8cUB1XoUdZKY6b7BGxGG+bKCkH3BNs9KBj38X3+7dc3BsXOZ+tvKAz22msIaZK0a2e3Y1kS1DTwGUCHVcvfdTVHD4LXC+o/318SiA23JbfBiglB51Dq9W20odw0i5L3kvuiPDQrzsZGH0i/mV2D3D+jmJzK73RWjupUG+QTP/mDt/zs08+5xERKKzlHDcLXbLfWQmqGmKKawfotUM/zjmmcGJzfyKitFOEkyi3DWGlOBecxvhHVlaUpPuNu8DCheGhjoIhcklJZ04JtmT/+5A9IMSqcISVubVUsmnThVPXAG4aBh4c9FSF/p5x5fDyKZttE5nlPGALvvnxkf/ca50dKi0zzhLVwt99xXlfWuDKOE61k5c85tUnzskFqYj1f2O9n4nFl8IFpCKSYyK0yBENr4l7+5s0r9ueFd09nXr54ID0eZWJCEypSH2nau71Yx6UYfv3VI999e8/OyZoNxlKN2caZWucZxxnU0u14PgOV4+nE6XyhlMI0DgzeMganh3o3gWjbGu9led2Sg9qLX/o87WGzv7/qkiuGWMQZJ3hp/Gwgkj7f7iuJUZpUikKVKZCKJWM5XFYeny88HS+cl/UmCxRWgRwYGnKN5KTXZp3RPWHY72Ye7nc87CacqQQKrybhoK5nMXCgVkYf8FbEFN5ZqpEqplWRwp4OR5z3W1Ii0Fe6WqlZ/WzIlMwO/0gMUAOULO5DHW/NtRGCZNTBKhXJDlom280IBfr4B4krV4MXu/37XyNu/6tBsVSoUZjjNIOxZUtDAWqqWwltzdX81PnuqQapVpyTDywmC1dMAQ1emJ7dta0BsqlWkGE2TU+nViAtEjjFssli25XuI8ahRQnJg6bvSDmtQRjDFfhVErkE/7Y5M/eH1K6RSmbGTJ6//vMf87f/8CmHNROChZI4L1FnkahSoVZyjmpOCt6PTOOOMYxiqpDLRtcpRZ0/9H+tCamCKpjMOIzYWkglix2ZMWj1R6uVuCwUNTi1wLouYBq7KfDtV3e0uhKGkZTSRvZtVTLEorSou7sdb96+BQspXRAfyondPHE+RaZ5lNP+XHHe8vh0IISBeRL7rxQD4zgQtKTxtrDbzThnRLXw/Mx+GnDOcNJA/HC3Yx7DFtRE9mpZU2SeAsYNQOHFizs+++KZZW2sMTGojrWPlLBOOvMGK36N1vJ8TuQvEq/fvOBbr17RkAyrmUYGWm6seaVqV/R0PBAGp3pvNe910lU/rxlvnJp7oNVGZzvcSOua0XBnhCaT5QBCi4HadFRpu1ZDtVgMA0MYGILAKUVHnS5LljK1GYpmmpdYOVwi759OnM6r0J/aNeDKUr856IHSymYo3BCc2QXPbpp4uJt4eT8zWEQlEp8w1vHtb71isBaL57I+s65J+awCYQkvuWojRdgLYoahh4fiRK3JSJGSBfbJRUxfh2GgxHyDqararYOzW7JT9PmWjWmSc8YEmQLZaYM5FZpphCBiEmPANLkHwn8VPNaHqw/k7xQUuz1X66qJ0mjtCloDW7ZVTdN5HHwUVEoRKVqtMq4geEnHU8yKC2WN4DIu8rftkjoG2akra0rbECgkxImpgmarrQn4uttPQmK1vZEjlus9u+3aY6HoNJZlwanVUW1FVQy9dO7UDcEXf/Ld13zv7Qv+6z/8ik+/PvD+KYE2dUrJ4gheVURfLdN+xzztFCA+c8wyDCvnuuGaPaPSZSt7R+ku1CYNEWcpzm6Dnvr9j+vK/cOg5NsMFlppzGNgGL3iYHKgOS+zaFKSAHH/cM9uNzGMgdPlwDAODOMonoYpcX+/ZxxHdvuZrKqQt28euFwil/PCfjdhrQy4yjlSimf35rW6dVst7R13+ztkxKWhWUdMgrOhFCQR7AvGFzYeayPlxpoaH56O7OZZNrwN2jhzGFO5qAb8tijajQPTOPL+/SPH5xNv374VE2A1Z7C6Lk6XM6eDjLZAu6HWXoc1dd2s4NpOKUhQslZITegfRik6PUu8zQqF/dDw9mpXhjFY5aI2Y4mlscaLYH+SOoAdyNXyfFp4PJx5fj6zxITkKF1t1VkgZsssW9MJgdpoaKbhrSUEMWze70Ze3u/ZDR7aSk1HBmMZgme8e8F+N2ON2Kb95jdfEmOim8xalc51BcqaIrV29xr1YNVG28bu6Nmx4uKlVtZ13RxvUr42cHMUa8KOT1gjzTyaVIl9JO6a8nbNMa20Jphx0Wt2aoZMNdtcaWMMucTfr9FiKttCcU4oKz0y9zS0l8tinCB29LdcruC7f2BXdFwDn8zIdYrXiK9YL2PR73M3WF9r4JVj1EsT0yOhvrbSnB5c5YH0stPAlSqgNkPGOjy9HJIHseHc3dXkZscZYDdY/ubf/CF/ujb+t//9P7OWQMqdSG1JWSg7r16+xjnH5XzUMlWCfHCBeZ4QG7RGl0+WPkPEymfuckiL1Xa9BSsGGltDqmdnfkAiYsO2xA++9ZLgHc9Pj3jvmYagM5AbD/uZb33n24QhUIrohe/9TjZ5rawXkQs6C7s5MA2OZJ3M4PFg50BVyeAw9E3hRDWg5UxWLbcEZHE9ktIHaonU6rFhwHtZ3J043pChZ6JRdnz6638kDBKo0Y1fSyElzaZqIckgn22tGCrz5Lnbv9BBaxnrnGYcYggc01UHDWi2KQFPdmFv8hmaMzTXtt5K61MZbeceysLqhia34yRAcHWhqwjx2bugXoWG3BqnZaXZkewCS8y8fzry4elrTpcFmTelTk6bEYQkKrdWWkWbZn3d9kbDNAZe3u95cb9j8OBMZaQwuSzUMHfHGAJW56k0MtM8kXPmfEl4nX9igFwLKWas9WpKIWVta5BTkQC0Yfh6G3UNNx1pappT8QMq75XmnhjHqg+BkfWQcqLkzlpRN39nt0aKtZIJC1wgdDHvjGaHUh04p6N4Vdr5e2mfd/txwwUwoue8DVrANmQKNG23nXdo1LrrGqx6U6EH0aYliOnJHNxkfP0EvGIDQkhG5230UvM6RKtnj7W2rSSXm24xptC6q69RvaeBVqq4H1s5eY0GoE7TMD2C0m4+C1Qle9+Plr/66Sf8/adf8cXjQa6/Voyp7PezBMiYsAg1I/hROqvqZJNz0kNGGif9z+N4dTav5cZv7+b6u/N1qYUlLrhUBM9zmf/upz/ir//8D3Et8XD/QsodRNq4n2cxfbCNlleCOscITw+en47qRSfYrbOGnONGfBebNs88j6wXh2mqO66N4KwEFzWp6M2srovPpRIw7KeJwas8sVMCkIw2q9VcbRVTLDTLOE3klKhWptLVjeRuaTltNC1r5cCZxoC1MoLX9gZhXgQTarJWx2Dxaqzg+mFa2rYu9Vcqi+GaAfblb6zdTFKcs+KNbXrv+Ir7dm7uME0ba+GSCqU5cAOXVDicCu8+fMXT80EklohIotROC+qEfUun8HTX723PIB6IzlnGceB+N/PyYcduCviW8aaQcwQlyL+8228k/JyyWKQ5yzBK1//duw/brBNf5YBOrRJzYhqlspNp1fKM0Nkq1llSikzTqA2nbj5hSVHknusqs+CHYSB4T/AD9/dit5eV+ieu+Y0SZCZ1UlMHkGpCkpc+pkPuyW4e2c2TyisNp9Oy2e3V2ri727Hbzb97UBS7dbb6vrR6Q0btbe22kSItV95cx8WkA6TC7SaUBbkYPdEVfuynnTHXNzRGrKG6RKo2S7PXLrPIiORmo9lm14UCIuBvcsOskyynFpmRW5TD1mc3yNCdpguaTWXhdXaHjDLoOmgZrh7VsfjHP/ge33rzlr//+ad8/njgy/dFrJgq5LiAtTqhbGCcZoxxLPEi+KAG25gzvQ1rjZZwGJySyHNOpBI3kLwWLbK06ZDXleKEJ/g//tVP+ckPvw9Z/ChLaxg8IVj28x6L8vNKptasPpdS7gv521KLAaVa1dqoyrcTAn2jmNyhVnG5jqIcqep7lWvRAAG0qr6IdesqOmtZLoJ9mk6WL+LGXHLBGgle1cqaWc4Lw+gwTRzOc1Yj02aYB+GIliKa+nEM7HcT3gn1RmZb92wEQII0rdPOxDygVgl7ckDKq5uWBOe2JkFtMnt80eFezjpcCBgnPD9jLM6K8QlWjI1TbizPF6rxZCzHS+TD4cj7xwPLKo2Fa0/YKCdXgv7WuKj6OTuspWCldQ7vPOPkub+febjbMQaLrQVTIm1dGKZRcMYQGLxlPwVqScSCzl2qBBewQSgxX331bmMFGCOuQMsl6kwXR8NSauayLDjnWdfIfn9Ha5V5mnFO5JbOus0zVDrcMATDNOw26Ohuv8MZoaCdcsLUawe6KfVnXVemadJBVzILqrWKdzdYvMaNolZ3y0Xm8QxjIEYVOhijRi6/Y1BEm/Xdrde2q3+c8BFVFeKuAdIgZrFo5LYa+DYWAHwU1D7+Wvvoa33GQ89UbTVUJ1lJ50NunCMjm61p2dN/j/NeZz7rtyk9yN7gn6ZqxqUDcZxtmwyscyqtkrZraernZhiVy4YRk4K/+Xc/Zanw6Rfv+S9/9wtydezmQKwyIsBYJ40pVaEMqn+Va78OVxJyvBWHD2Rw+vlyouR07UyazgsVkXuMK7VVXj3c85PvfxeUAO+s5X4/cbfbbffBNOF1reuC91KiUHTwVy1M08iyRIZR8N/j8cR+v5N7q1y3ft21igu29w5qxI9BsLusHn5WO4gp03Dbwu2EqlYFFy5ZlSFFGgdFs/2GjMUQIr4cSvPoaYNQY1IqWB/Esk7HqQaHjLv0VpeO1Q1p6NuhS0KNBhavhrB93aSUr8bI1jDtdsSYOB1P5Fox1TBPO8ZBvP6GYZCSvGTmeSLlSkIHzpuJS808Hc589f5rnk8LuVTNcCQ4d4J+Tzh6Z1Xw+742FJdD5JjeDUxT4OXDjlcv94yDmLPG5UxbM0MIDLt5W8e1ZFopeq5L8iJ8Q8m8dvPIMDhOpxNgOS8LIMO+UPPn0sQTcS6C5aeUmUYHxhFT4nKJPB3PfOe7bzmdzuS0sp8nxnkHNF6+eiCoiqWUSoqJ4/EASFDsMEzLcUuWgnPiGgUynZKRw+XEEALnFBU/1FTKSKZZSiPGCpyZpsAwisbduquHwL/0+mbn7eE6/3erb28XVevk014AtY//3lyDYbf9kv/+pw2VHgtvxw/q82ODr9u2lTaaQdeMykOT/7RVOpL9l1aFjQQ/lIHwTcXyRjtnLgR8DzgKxG9YTeuuw1a7qT2jM2pCKhQPR2My8PKPfsDzMfPrL5/Fc9BYsU8rYkZr7HXBb3QnxWr7fXImE+NKKnmbPTIOIuHr3yuZpr6cI1jL9968oGlWNk+BYXDs5pEYz9AmvHNc1mW7vk4t6fZj0tyQ8spYwXvuH+4w6NCn0m6oRw2anMaYRm5FR3fWreSvqNSyXQ+i7qvXN2svx6sB2wzeSAlmLDyfVpZV5imfzivTPDLNe2JKrOeVggSUXApJD42HeU9w1zEO8liV88cVK6av3NZAZXpGM/VpGDSDlkWVU1Q8SobMD97rehdo4bKcacbhwswlewqG58OFdx+e+PB8YlmTrFFr2cYHqBu8MVZd7K9rX6qDSqcAgRirjOPAOAZevnjglZbGlES6nKi5MU8T837W9zLqT6oEfRoeSyuGy1K2dWtM5dXLO4bgxbC3yRjZXCFr11koZ5lqGi4MrDEqFu5kNIk1rMfIOIyYVjk8P2ON4W4/8XC/U4pbJa0XrHc4Jy45g3NcsFyWZasSYkpM04ijMThHUpgkrnI4Xk4Xam2s3jEMI7VByongA96J7NOHBiZve6zmDKoE+/0aLeZqfQ7qz9quQbJPndsCXF9mW4Trv4ctOn70/eb6Ptv7wRb1JfDWzTrMGIMzMlRevlcNHmhqvNp6wqgpsmqab8pzWic7O7VaArrGWbGv5iC367zmxvU6rbHbZtbGombEypWyIll6Pp6o1monOtONMjrIu8aFy+VybUAZs3WgnXMyj6VWrBPKyjCO5CwT7HIWiZ+3wn8spTINE7vJ8Rd//AN2u0kmCCJwxPl0lg1cVh7PJ8bdxDgOXE1ys25+o6asovX1AS3j+3As+pOhzycZJ6FLGCzDtON0jsR14eHhTikY4tgtjud9BnLWgUJWCe2NS4ySSSsjQQJPwNpCaYbj5YQ1A8fTiTUmljVyWSLzvMNZmQuedKjRNIWbA7pXEj34Gf65Q17W77WAbTWLg7eRjHPyjrtpwFjHeVm4LKtwJH3Ahx3VGy5r4uvfPPJ8XDgvZ0ppOBcoTUUQWaYQdtcj6+QeNIVvxEqvXT+NcTjncV7Md1/d7Xi430tm1jI1HclnWQeTDzRTBRfXg7UkyfpF9ZG4v78X5sG6ihzWWrCwm0bmaeD5cOLpcOZyPsnnM2bzLOjYv0AMUgZPgxiN1CJyzsGPlJh4sR+Y51lI+07gC2u8yvCKqr8WxBlbgmD3Oqy14icvNDYj6qvBO91r7grdaYc618w4zOzGUVQt40COUawANStrDVKUUSrDNBFT/CfP/vb1zTK/qgibEpm3XE+DwebegeAyRoPSx+tNM5H+M/TSugfJuoGk0MnWBrScqK1i2lWmJ/6MGvxa2+bSXt/umgEJ3qlfrr3kllGI1/JbLJQkY0DB+v6rzDUwakPHGqsb7HqhRoFevTRSaRzPC4XAuh4xFYw2GqzOlM45KSA+KtAvmu2cM5f1Iu412nl33hPXRUpwIzb9xog0UE57RyuJT777bb7z5gW2ij1VcE6dchzr5cJ5uRDUMOL5+cDdThauMVa0pA12+5lUxI8wZxlI7t21oVPUdDglwRhrKaqzPTHOMzGBdY67+x3Oi8fh+3fPPKWDTv4zuvh1NEWr+GCZdxOPhzPn88puks/YVRvTEDB2oFXLPO9prTAOnnkcZEaKlpitFkJwMueb/kza9pzkEXfBaf9/6WB2ByXozkH9sJKfW5OQ511wpOoobk8qhcfHM4+HJw6n9cqPswaQwV+Cy6tJqnUMo/iGymFd9f71z3iVooXg8cPAy/s7Xr+8YzcNuBqFxbBUxsETxhljGmGbHZPVMV1LyKZUKdfYT55hcLSamYMXi38jzYjgLOejlKPLGmlGg1kT0+Bc0obLo42laTdRSlLaGzgr4xzuX9wzTcM2DIuS9OAW+aDVZqewLKRa2E3jpsxCn53F3Pg/ts1kRPi73fSj6VjalVwz0ziyRqi5kFLb+h+1yswZY6TvMW5k+n/+9c3k7da7RijZV4Mf3ZdQ/65/z002uK07I8GS1jZH4Y8wRdOJuEAvHdXgU1yUhXjZNDC3G+/EW1lf/5qcPm0L1ttLu+j/FMcEY3qpf/1zD7xK4tHGUiOTMDpHmNZNKOz2fsYI7joPgcvzmWaEV9e0iZB18l6/eSlF+V01Uo3RwUoO50Ua1WjkNW9DpJAlojZiAtDXUvjBtx/493/xE2o+M4U9lMKaEyC2beNuItQr5DFN0zZHt7WK90GbHcJnpHVqSlXSPXrqNuIaoQo+sywR6xxv377G+sCXXz7x6tU9wRmwjphkHsfbt68Z54Go7j80+PDhkQ/vn3iYxPPu5atXHE9fsMZCa4tku8ayGweZJ24qcY2sqbCuwo8Tr7zEbpp4+XDHbvIEb3U8pj56WZxypBqzjQ6QACSZfzcAQQ/CXCtPp0UMBHzADhO5wPP7Zx6fDjwdzzqATblzTaCcUio1XVVZElg7Q8OoTrdSNNpK5iPjMmz4/0l7t19L8iy/6/O7RcS+nXMys6p6pts9F2swc4ERCEuIB5AsgeENCcQfCX5FSAghEE8I8WDDjG1sj909fa3KzHPbt4j43XhY6xexT3V3teQ+6lJ1Vmaes3fsiPVb67u+F0ffBe72ez68v+ew6TF5pkxX5pdHEgavSymHIXiJTLCA16ktOKG1+NDpIioTrME6I0sJH5DFpxQPi+MSE3OM5OvEfrfjeh2FQWCbTM4uEIPzDofwh0Fedzds6YOnpFnML3RUb02HwWAcLFKIshrKLCFbtzlJCAUetz6zPjTNchW8OjejYHlOuq5ju91hsIxlxAVDnmeMUqF675SDG/idcp9bChnq8IwsBLWqy03GTZFZR149LcX9UkdiYfmXtQLq762SwGVrfKORtkg40qqDfvu16ji//bX+nfbBuOWit5yU3/A334wwcjM32k/7p7b3YRp5ty6/Z43hB1/c8fz6IrQLCzjXsoMwxmGzEExrEa1w0QPC+Q7nvXhQYpT2ETHOiYoCxUhqRixRDcEZ/qN//8+43/VsejHPiEkCgKSbW5dWMc2EYOk6NRrNUTfZhutV3GfEzqloEVaivsCooqYxHixM0wzWst1veP/+gefXI/f3Ow53d5QaoYqKyXmjZqDyXuMshfTh/p5Pn498fD6zG3r6Xnipx8uFh8OWGhPzJEYDl/GK0VGtKhd26EQ7fH94YLsdtOBX1kTI9XArIPpk1c4767Qgyq9Tjsy5MueKddqZqp3Vy8uZp9dHLpcrgtHrEtGuoWPtPnPOEbpugSoXTEtHlkZgNsZig1cOYBBF0f0dD4cdjsx4OXF9fIIqZrzWVNU/wxAMmyFIwR2CvteCRaKFU1GDCytb8KBuQm27LtOSKIhqiZo3U9QdJ9O01T4IjavJ4wwycYXgsUWc91EpbVVVG8YsHXe9fW5vHrbbhubbz7FAUJp2qA20DHh6z1epR6ZWbPBMMSqEYhFrBMVJSxH8udOu28u1aVLC7/r6LYYQGpRDWSRS+gqRwUOL3dIqrssTo7I/aQClOypFaD1vLwJ6y9aFLrGStddt3G1RbDfZdxfJ+iu/XrFMC7UFlCNaY/1AWmRCG/lvv4eMPAL6UnWlblYtbNd11CqE9r/3x9/n+XzmZ58uGFfxVfC72p4Wp76OWkSlaEsBvcUWG21B9KGZmGZNt5soOYB12Bo5vT7x03ji3cMD1UTiBO/u90KQ1/eSchbZo27aWwKdNZJ/7HygAvMsCoFSZMwPQfSu4yQjotMb3zrL9rDh7v5ALIkYC9tNp3kozdrMkHOllJmkhrvPL0ec9ULhsI5pjFgi13EmlSxhRSkrMRfiHOm8uO84G/AqJhgUChD38BZBYN/cP+3zW6IF7CopG+e4jIqmG6jBkabC08uR19cnXk9nGZsRwrk1FuNkVE+xmcRKIQ9e4n5b6l67P1ddvzQKXS8bbR8Cw2bg4W7H3W7D4C0mzsTjozqoW2wfKEUKWxcCQ5Ax2Vmj16DF+YKxXjDLLDr5lAudHt4ShSvPllBj9HkurZND7wOw3uBdR995as368zQzyK6Fqwkhapuw/MrhvRVfrPituenQ3k5rta7/XqGOtaFpnWPVZarvA9u+I+VKN0g+fIyzFjxZWgkcpcssCqUYnYyg5NXR6iAyWTUAACAASURBVNd9fWdRtNaxdlvIaGGtZkLUNxSC9kZMm69rVdlZ26CVhWDbTtoV2lYsRRcqVYuu2Khnbgtiu9i3XeDbC7yOJLcfjLzeRgy/advtWjTbSe+c8MKkg0LJtwYfJFfDe880zozXUWgb3nF3uKMCL69HTDKYPDJ0jsPdA9/7/le82x3YbIfl5ywLAMQRxwD7w4G+74XQ2vU02VvOmdPxuvg3phiXsTsmGTXfmWe6OkPOeFfYbDc8Px/58O6OagvULO7YRhUvVkjW4k+pC6sqGG+7sZcO0Voulyu1VrrQM40jXefY7bfs7vfiKH6ZCL4Xkjei0hHtr9PMDaHdHKeJ0zUSesfXP/2a4/kkRrUla2cgGNk4RTKGUXOft4PgZ94WDptOumY1soiaPF+LBm7ZvMj1vBd/yqT5J0L4NmACdtiI1+D5yvPXT7y8XriMUZsB4aj6ILrqnDKxRBon1ipv0as+X0wR9KFTPBwj47PXTiV0Yr/2cHfHftvjTYIUYX6lTpWMmDOg91TfCRQQgsNr11erLMJaFGp7VrIqyxpEEIJXWWsDC4Q37HShhl8nOXVUXJacYKlBnvmqnW1r3dqCk1pk8tHDcxm1b7D65deqxllge7s89Ypqmbd4b0O+llhWCYYTQvhA1/USr1BQ7DIxDL1ksdRCTrPgytYJ9lglntVZcZVPv0tGy7fVJbVU4anVdVT89p9B324pN52InrKgW98buoFDVStIbKIsVxSIVuD49vv/Jo7j29G2vPk9qz34ysJoAHylUTOc8wyqOLAGvvziCz5//kxKkfvDlv1hS66Vb775zND1zOMFRyXgCBScyYypsN1tebx+Zjc4/vRP/13+oP89Qr9nuk7SOdQidu1qjJGjodjK8XTmevWUSybNL4zTJATveWaer/T9wHa353w68vnjZ8YpYkMg54q3mf/kj3sOG8f9/Y6cM6FTHK6Kp6BzYgQ6TRPWGiHXNqCatpSIGp0pp2qjtMxjXLbCAF0fuH+4p9ZKnBLjOIvfZUnkahjPolYoWfC+XBqDwOBqYb/pmUrl8/OLvv5K33l5SMoap4pxnF+Pikdl4pR4uN+K1C+3xEVZRBZxXpVDygl31qprxpQzsVSs3zCXwvUaOV1OPL+eOV4uxDkvna/Xf0oWdVGT6xmsLidusMpaZVFSJTCs6eSds0Lx8pKHst1uuNvvOOw3BFMgTZTxWeJZVbUUukAIAlcYKkPf0Xt7g7mZm2YEERBoUVm2iVS8RfBc/b22tGhFrbalqP759hgtDUUrfvIGWUOo9V/WYG6zZHSqEtOdpv56Ow0uz6EWxbI8v2tdWTrKpdDKa1t16JWukzyW69jcdQTCcdZQvWNWqMQHwYdrbAqYymQy1rjbWvsbv36rn2IrfLewQOsWf12BenMRdNRumECtZQH3F/ywvO0Eq12XGrff+7bju73gvw6faO347WtpPLTltVk5VZ0zhNBzOByYp5FEZegGLIYcI/tdj3eV+XoB40jjTKqG3lt1ktH8i5QJznM6n3n//gFfZnb9Bxi+4PnphdfLK5fzRVxv+l7MIByYavn+D76kXA1ZVSUvlyPb4JgvR6wX70EMXC5nXl5fybUSOi8JgkU89aJx7Hb9QrOppfBwv2ccxSBWlDnCc2vXQNICM141rzkLDSWlojQdKRBYQz/0OLdh2HS69DLMMXO9is0Wtih/UiWJVWCK6ziRbyzEjPHEXPn8+CxjbEnUajEZrOp5rY5LJYtDUtd7DJl+K4VCAH7B84w1bLpeyN5WVSdFaDzFdJTquOTE6+nC6+sLp/MsSxrtmq1zDH2gIka3OYn+2RkxN8VKoc5Z7p1S1uVUUVjIWMB6fN+z6YRHuN10PNzvudtthLI+T8yXF6YUJYfcGrzzSyZLyYVi06LEsaaKUYR2ts55qhFpaC4atqY0ozagSrFbp7ashrqomkuWlmVZyMtG2Sy7AG+tYrY3YzXrBn7lCTcITb+P/tlC8x9Fn3t786w3Vfiv7geMXRkq7RpjWiMlno/tnq1VeLQxy6bfavLnFDOo6iopZNC2+jmLD6s4aKXlcP9NX98dR6BvShyh5VUv7XopAmqa5swhXVDW9n5ph/XNL/burCl61Ipl9WOUK6IXBeHY/TpBzu3I3sjH6++JvOoWB3S2jatCyvZWTmWrm7zrNHM6HjEUvBVbpOPrC1ulrOQkdlRdH9jvd3IaOelKGg4pNykMfcB4gy0BOxzAD5T6hK2G/WZDF4IoU5xlGi8M/QZiZNd3bPc7Hj99Il2OPMcR6704f8yJ18dPetcL/abWiskVVyrFCMbpnKHWzDheGQbh7Q1tpFCMry1RQFQRpi0OMIt8MaVIRU7mvpf87HadU8rMc2JOwjPzxuC6jlIq12lm2/c4JwHmLftD4muFjP98PnGdM3OUrN+uE8LwOCa2G1H4CJMjiUbci9cfJdO5Dq8xCM57ohJxnbE4LLlaMpZrNbycLxzPz8K7G6OaPQi+FHxAAtcSaS46TmkiofM3D19W3SxQm7Cg6HMg+FUXZGvf9R37zYaHux33+62kxqWZ6fWRkqPQZrxlt9sT+iBGvLkdJOqGbS0ptfETjJHCLRLJtBgyN4OSrM+dLGJQg+LWA4r8Eloxa/+1jb86MLUFoUJY1vmlwspr0vZE4a7WDC01sepW2ejhUfJiobcsW+Xb3YR8fXu8XirO8sw2U+iq12VV9QiW22TCVtUxKVdxV8qy+AIlwKtU2TpLsjrphMB3ff2W8bllqdTlQjbMCerSCTbMsZp2EuhjZlbUcOm/26/auFsLLX+40owj5MMSrzotfnrhb8fkdiGNaZ2pXRQIMlbJ5skapye7+sxZTwtWuo4XxjHS9z1919EHNYT1TsDa5mhq5Bpsdj0UWfM7LxsvCtQsG8i+66SNDwH6AzUbumA5KVx8ub4Sp5F+f0e/lfS619ORMAyUPFNLZLMJDPcb5lwxruOYIsNmg/MbIVXnxPV6JjMT44T1AVyg78Sa6v7+Xq7RPJJiaTCu6r5XrDhrcZVwekPvOkrNbDYdtMWPHmDzPOtnYUm5yqKhwjidMYrfVCrzFKlEYhZSbi1t46qGoKaycbDZdRy2oglPsZJTlfHULpx/DJUffv9LfLA6TrXPUe41H2TRdIxwvIw8vlx4Pl65nK8iXWyAvv5sWS4YrtO0wFZGoYXmai0yQ6kYBSkMhSpcU4t2z3Jf9X3HdrPh4eGew7ancxDHM/PpMxQJdD9sekLYK10niwt94+CWunge2lpER0uhGlG9yPRaaQFm9iYHusn+1MV5eQZa4aItQPWzr9q5YcxNpwiLftoo3d00Qj3KPmg7gbfNyNIB6ghZQbqxNphXSZJsFaD9nAWXvJkWF6xf2S7Sd9mlMBeqZnavrAKqSBTnKHXJkoh2XqdMI2qb0HmxBHQWHxpX+Lvn5+8sij54vOpr6wLAtzG0vZhWziqYorK35XYULAoB8ymJ1o43QNbStrgCHgtFxetpUpfi6qTCLrLC9mB79xbDaOqQ5UE0VrlxeqLUKgFMJdMHKY7vHx54fn2mHwJh6GWzpv287zSkXnGPbSe8qH4YRD88z4TOU5PFBUfoAl0uVOu4+nu2zEyhY+gDJVVslZD7+Xzm7uGO02lkGg3GefwOSpqZx5Ftf8duEILvyRR2+4NwAq3BpIytSC6yOof8618c+Yvf73GmEJOQap2x+F5zi43VDWFZrh9VOoz2kGGcGgVXcqyLlRZUSk5yzU2BKhLCeZoxfU/DqgxCiSil0lnohk6WAaViXHtILYsBvvEK9mtgvYZJxRyJUcKTciqMc2KcI8Z1QhDP4jLzcr7w9HzifBVie3OdNoZF571IF+ek71uUJK1atHu5jWjLtrgK28KonDP0XrXQfnGpvj/s6L0hThfGl1ei3qd95yll9VdEp6jlwTcrXUgmLLkewa737q3qq2rkqihMVmqYVX5tY20sRcd9Gzr6Vreov93GZjkD6mLiurA88or1NSrR+n1vt80szVEr9k2UIX8XHXWNjvV1KWylVnWUb5JPyYJu3aJABaL2al11cG7hBrdi3yaZ9tyu33Pdfyy/960G7Vfq3nf9ZpwTEcUaSstqVhMC50RGppnFzr/1HdRm8qYoCo+q0k4JxQgaF1KxBhNarKdUfLH1ekv4bjIpjMHf0HVaIYwxLvpcodFUjFcvwBDELFSdTJrv2mbYiEffNFPV59E5x3i5yoZRbyr5YDJzFB6Yd44YdbGQClkpO9Hv2A8dz5+eMbXgTGW733I+FS4XK1EGcZLrVxOkkV/+7MdcLiKih50EhDvHYdMjbvAySjmNBjVDR+gD8zxzGWemYrnrB6VKFYU2fvPmHsTxpp3OpepGO3r1NZwVegDjnMjoqjgRzdOkz1fr7BVzaw9/FTeXlhmTaxFFRDMp1rFUwpjEuPRyHhnHkZgz1ThCv8GGDowDlzleJn70k0dej2cuo7pOw2L9JvZrgqVFjSlY6GHWvuly2kOZF4ML7UZoHZFIMkPnGYaeofO8u9/zcNiJQ3YaOR8/40JgvxnYPxzou46cZKM/N0uvWklZulbnxA6tFtlsr1PQW6ZH+7xafIbECmjG8Y0LVOP/mV/zOf9KR7d8/g0ObB2befP8tPffnuIGf60FfB3PDbLZTYv9m35/zKJQsapeKioTbcXZsHZs7ec5NWuQiA+zRIYYhdlc8Pr+eVO8185PxB6m1Qtzo7AzvC2O3/H1nUVxjlG+aVDvMgwxF3KKCxkyK+/JO6dKAsUPVVhfqSvPSXmOtVaaLM4aKZxzlNDqoOPqwhe04thdFaPMypMTJ28BntsHJnw+AaG32+3aarO2/rKNBpl5RWGAMWyGrh3rouowompoIHJFlhe5FmqWbqlaS243pFEelhpNXHbviPVZ8I2SOGw2WFeIrkIW487r9YS3HcF58njmR3/zN/zg7/wByRq6EDgeX7FWljjT1Hh4cgOGzoudWIzibN73zLFwLRON4G34VU7nr974LAUj18oXX77jX/3LnzDOka63lFhw1mjAOcx5xhkx8fTOYk2+BZ2A1UzYBaMjpwdjmWPichlx3hO6jZKEJ07nE3MsTDGz2R3oQqBUw3maefr4zPPrhdPlynWaZUHVumCnCgfEZGKRdJrVoLe9z9vrULV7XYqQwi2N4+a9p+vFNeZ+v+X+7sDgHTlO5OnM+TjRec9h2Eg6nw2qvpDFS8rCKRWnI6sZ4nkxEG6mzbfFzWDACmS1LCm1Q3fOLiyMW919o7qsH+XbAvnt5eT6+yvtql2PNjIvvqe0g219fuTPrZ1qrlUFBSu+L90gNH60eJuq52Fz29KOrd2f7e8ao1zf3Nz2VRbb3gsoXqlwWrvtTDuUjTZQbdnEcm1an/w7F8WqL7rOER+cXCCDWsEbDFXiFk2FEplmOdlCkMD1WpUgi+iJvWFpe713CuALf+zp+Yjxgb/7g6/Y7YWQOV5nvOo4Y5IAduHDZXa77ZJlYQwMw4YYxWp81BwSCUya6DvpDk2LlKzyUDt3u92qi50RRXhzFd1iLbFE8mWxat2lp91yCDQnHst1cFyfP3MaJ0LNygWc2Xi4GzznKBvM8+mVw+YLPn965PTyQvpK3FQ+fnoipknGVjVsTXESkwEfFDcqSxdhgDyPZBep1mGcE4PdIjdtM3TwoRP2fxUnna7rMAje9fU3j7xcZoy32ORwNjDXMzlDGpMqgizGSWylsWIa6123AOEuCJ/TGCX/YxmvM6nIz97sDpRaOZ0vErSExfo9rg+UMfKL05XX4zPHk2C985xIRQ5n74W/VxC5ZFbD1lV1EZab/rb7ue2C5L/LPSD3iBcGgiofNsOGh4cDd7tA8JY0XpiPn0jqAVlyYrfbKl8u0HeeeR65XCcWUUDrzhS8a+KFWtsoKDEM2mKrQw6q410fWmccmKJjNeIBYNelyO2Y3GCCxgC4aRrfFMVW2FohLqUVPPm+b+50I01JVXpMZUE7WCErlMitf08boTbqyveWrjlYyUtxxizdXCmNUL8q5ZwNy+s2SDGVplhVdKWupHEBM6nIqNyahsYnbfBbK4pLHMR3fP0Wlxyt9BZMyQTNIcHIN55mBbOrjHnOIp2cFSpB07nXkikJsgPrYNv39L1mMlfPw2Hgw8MW5x3PT0deX56Ez5grY5xxoePTp8/cHw56ksLnz58kfD30WCfkYmsK3nfMMRGcXBRnylIArXWkFHWDWpUJH8UiKUWoWYw2Fwmg0WyaJguU08jZStKIRVE0eLIaIRgKdAPXMZOtyOhSSTx+/IbgxTQ3xonLWUKrxvGKAZ4+fuQyXrlMF7zrOZ9elw9xs5EFA8aw3QsP8fXpkfEy6k3scW7A971EgAYv5gOd53q5sNluxVk5Tjy+XDmdr9zf7+mHgdPrxOV8ZhgGNXOdtYspUDJWFSLOCfHXO7HTEisxj7Wi8LiME7v9DuuMGpGKZVupshmcc+E8nSnVYFxgKo4rPcdx5uX1E8fTlXEUFyA56DSKwVk6Jw4oLUta7s11ErnFkhvp/A3Nq9x0CQjgbiz0QVgI/dBxuNvx7m7PpnOUGJlOR2KJBOexGGzQ2Ixe/AnjHJnHiYtt1DOUj1+hCrWpArYLitcVrF4zr9iuaMsdSfNGvOJ9Vm3PJOPGL8WlqH67agdJvhmj0dG1CEUolzakyj0reF1+C6UshbIui02LWwpcpWKsTEGlKIXNKi6oRdJYmaxEemcgV2KLDdAO0YdOcE9dqspuSAuTNRgj0yD6vS3ibFXQP18zsvAxy/u0zWe1vU4jS53WQ4pjkCFTF5K71LPftSgurbl+4tpmGyvYWpOAlSLh664iGF9q2c/6AqpuXqrFGdjuO6Yp8c0vH7k/bBmnuHxYl3HieDyy2ezw3jGNM101cgO7SsTx9HLEOcNmkEDsUsQx2ml4UE6R6+w4HV/56qt3avHvSGnEWUuvW0uM5euPnxjHxJdfvpfNaNcRS+F4OlFrpev6ZZQRp1+PD4EYo4rRJUo1+KCdgGM2A3OuDMMGN4rDth8GXp6fidMIJXE+XeX7Bc/XP/85p9dXqIY4z2zuNsxjWkDlebwwp0TBch8Cz58emcdJzG6t2MG/Hs98/Rj4at+RpglbDSnC8Xhit40Lr827gDGRz49HqE9shg5vHWme2A29jGp2DZ3a9F54kiqXahvHqJKyoFb793c9YMipasZxZopJXqPz0HXMqUoI0+OJp5cT58vIOE5qklAXSaNYVYnR6zzPS0Fr/24F8G1BqL/60DfopPECO1EjOe/Y9D0Pd3vu91u2naemiRTPpDErV9Es2HXJhRQjxooE0juxxw+LefGK7VkHrnpaKBrUZSQOoaMB/7UanHdMo0RSbDaDmIAoDzLXqh6MVeWjEr8r0s/W3bWUy+YUpF1gkiIlxir1TSFoIoq8wCtrRGzrbpeVTK0IBalJXysSSLjGILTFUPBycOaa6bwc4t63rBXHOEpX77xVl+6tTFfasdZEAzuJZj34Yk5CNVo6Ubnc5bYLNKtRXGkRyW8KX9tYq0GH5Tu/vrMoOp39nSbb5VIEM1Ce2zD0AqZrCy0V3cqJ4jwU/R6uhQlVdtsNr8czP//FR0x1bIZuAW+TPmgVq9Gk8oGP15HNZqDWTK2OeYocDlshsqbIYb8jzhHXdcQ5stn0fH5+5XS80nWW3aZbtlnBe0wtEhmZCt57nl8+E4JjPwTSNHGZZlJOhK5TKgpQC7vdTvKMqewOO2JMvL6+Mgwd3dAT5wms43yNzKFippGh6/jxT39KykIXSClDqYTguJwnTscjGAGmp3Hk08dv2O0PTPPEPIpD87DZ8vD+A3cPD3zzi6+ZxpF+2MqHZ+xiE3+6RAYK/cZAqlAKQ+/JWXTHxlSolrt9T6HH3ZB/rRKpnbWUFLFBSdLWSMdo1xuvGsMwbMmIgUIp6sKcKrEU8B7jAmXouU6F5+cTjy8feTmeuV5nKXRVC7r1+E7GJYEvohqCaPCSciTbQ/rrRuPbDvG2eDbCuHdBXKh7x/39gfvDjs5bap6J44njKVJzXkwPZJwtYrqqW+kuBHH2rlUt1VrhKAqfKJm6QEuKbE1E+4raETYNukFeo3TcVoPmpdepep29D8IXpi7LmMbguL0OsqnVADhtQNpGtvkhNghqpcLUJQ5kzXuJi6baqsmCsVoAkY6xFFl6dJ0jhKAqKeiDY5oRl6MiE4R1lq5TxY7qw41GNoyjuMWj2GFz8g5W8oqGTS+wzyJBaSoXabzedr2rR4LQi3QJo4eHyDLFQf3+/v7fvih65fdkldTIBS+af2v1IROTy6qLDysCTR0XpJ0N3jEMnsv1wqfPz3z8/MzhsOewEyufZmpqrSVdZjrXQTHM00Qumes8MafIZuiZ55EQjBLHHTFVLpeR/W7Hy/OrOPYGOane3e152G3ASUF0zjHNM9fStt8SgvRwt4OaSMWQs/grdsFrqJHkTJQiPL/r5UKthRhHcspQpIugDwyd5xoTqVoenx4ZAtxtBsbzkdPxBf2UxGMvC9ZaseSYuY4XYhz55utfcv/wFRVHv7tj3w08vP/AdrvjZz/5CafTmbt3H+iHLfOcOJ1OCwdPxlU4XyZ61+Odp6RMo0nkUrFkKLPggqZqfq8FDZ+yRgLOnfVqe6bh5cYgS0YnxbAgcZvJiAop9DD0TLHwcjzxcnzi+fXE9ToyXsc1E8dYggtCSs+JUoR+IwegWxYkUpBvUuG0KN5GNrx1njFvOs22uRyGQekzG+62PZTEeH4lXjK1ZLXs7xfqVkyi0gnBELxlnK5Y29Q4oj7xXuJknTIaaik6GqqaqJbmgieFySoRGrs4QK2cWmmQVvXY+t6890tMaSkFU61et0yM6rJUV8qJdyJc6PqBGDOX00WyTFhxRFiZJDJ2VsVX3yZWHg4HjDF88+kzXWdFhWM8Gen2ii7zxvGqf0PcmLrQYVwixYzVCIlgLJvDhsv1LNLPNJMIdEPP+XLFFSuka40QGPUQxiZ55tVHtF1Pe/NZy+e/MgeW0Do90KU7FU5p13VM48Tnz5/+7Yti6OwSmWidWS2ljJEENyMRijUXtYU3mJxlY+wFx9sMgfvDFmMdcypcxjM//P0PHA47TpdRNq91JqbC6/mMyUJXeH56ljEhBC7XCWfle/WdxblmElmWyIRcE8aLbZJJmd3Q8XC4x9jKsN2QYpSLCVzVtt6rP+H9flCHYOg2PV0Oi8lro/f0wyCjizbKwXeYmvAekWjlzHWSxYEpYta5G/Z8fnxUfMWA82AdrnpcL3GixZy1sHX0fsZ3G6Zc8F1H13fgHC+vz1zPZ+I0MfQDlMp4PjFOI8fnZ1mklMqYBoILxNrx+ekV5z17VVc02zaj3noyIsMwdHjvyKVyHSMYSUSzLpAKjHPi+fWVrm+n9ojxPbgewp7ae15OFx4fX3k5nrmcrurHp+apunWU0VEf6JTIyht0VlQkbgmGQg/h9Z/bgthoLss0ZQQjdLqE8c4Tuo7Dfsv9fsNu2xNMJk1Xjo9PmCok8cNhy93dgVokJyRFUceU8xnbidVWypmuE09H17aqaqbqTcFpEZHM6qrXR5AZkEVTSklwQmvwvi7UNRTraiYPJRew0LV42NbZozQnhbHahliYFo15IZOZxVBSYSrihZgK5CnKHqC2Mbp5DUgxrDT6TsUFhzNiglHKzDRF+k7oX973jGPi9TzrokgMfZees1oKCefl0KwYzpcLh8OBbArXUdzfgzNsHg5c58TlKqqo6zySc2Y79GyHsCxPaxEowwYvPNMKzgsrJEWJ1x2GjUBmJamRh8ErLlqrNGimQiJiKdSSqPl3sA5zag/vnSWngqlFPjRgnhOlFnrvxcHDQD8EBD7ynE4Xnh6fmDaCpQ2bLR8/PvH+3R2boSOmyGUUS3lvYZxETB8G+WBEJVEZp3mxtuqCPMDjOOkDkhX7sVhg0yynDOx3O+Y08fXXX2M6oU58+eUXVGvZbTYyLubM/eFA33dMU+Tjp0+ks3SJ7TTquk5diGU8m9JMCEF4eq1Ft8I7rDXLmN8NuJPB9xtCSvQxCi3FCR8vjhPH4yuX85lxvEhXXQvJDfzh995xfz8whoN0pPOsnMzCHC9crpKeVkrF+oFhd8AYy/HllesYiVn0upvNBqj0qhKxtuNynpWy5PAh0AWLNUWklVkKDNbg+o6UIZVELTOHuwO+31KsJ2I5XWaej2eenh85H6+CDc5RYxKEcuKdo1pVI+SsuSy6TdQDyVmn3EUZQ3OMahrLm0L4ZmmCkJOtMYQu6HTiGXpxqX53f2AIVjDC+QqXC1E7scNmYLsZMFYcweM8EzXwqzEQetVBt06tcT1tIyur1Mw72SK3Qs8yTgvpOZeZUusywktqZHsfDZvNixeAtfKMtXZNEBvprm+3sGJLtv433XOKi08VNoYzMo4PXbfwIjFG7b8a7YdfoS3JVlRG6pgSoQtYxQVP51Ggj5ipiFHrnBJef06bAmq14qKkbk8pZ15OoxxG3ot5w+lC6Ae2mw1Pzy9YK5v2ijgiWd0sp5Q5nVQLlivGOoYhLHZ7wTtKnsGYZXxuO69WrJvYY06JalXv/ltAxe9O8ytVXHZzlnQ0HTlnSeemD5bN4IWbWKFSuF4m4hy4XmaGYaddSGaeM/vdlmAN0zRRjeVyvnAdJ+7u7zgdR5wTaU637Xj+/MzDwx3WGL788I7T+cz1esV7zziODIMEyQvB1TCNEwah+my6ju1ug7WGD+/f4ULPPI3EeWKz2+OcAO7CbRMg2Si3MXi34B/zLEWElKQIG7Pw2KwC/iAaYij4MEAx9M6xHTqs79jdPWCtYR6vTLGZEUCaxdOt7zrmcSJjGIYNf/5Hv0e1nn91jOACd/cPopfOiXdfGLajyO1KhVwMqcD59YV5nknaRXln2b+/o7OWGCO5ZLwLbLaeeZrogsPYgg2G4CWxz2Lp26sadQAAIABJREFUkMyLqRjmXMENlM2WMVUeP194fj3z/HrmOkqYVNLrYq18ny44zfgtig/fPNRGOYDOLl2LmFDkNWL2hl+3FsL14JGw9ICx8rO6LnA47NVxuyNNF9J04nKJBG+J00Q2Erh1tz/Q915x6UqcJ+Z5uiEnZ+0ENZBLi0jJWdUtKnmFhWM4juPicoM1jONEUGmctdAp7cw5S8zr5tw5t7jTt+WctWZxjvI+aIlasdTKKtNsRZMq2/RapJNsS6jOS9c4q9QxtGRKVq7gLU2nfRYhyHSAFU3xPM9Mc5T7Na9OPtMkjJAl4S9n8XMshZIywXcLz7fERMCK6itn0hyJpTCnKz4k+i6Awgq5Zo1CNktH26AUPLgQqFWc37su4HShs1yT2+XKtzbMshyuWFup/A6GEKGTxcAw9BhriFOklkSwlX4TFBzOxFSwVTC+WmRb54yoRihCADWuyoliLNZW5jjz4eHApye5mYwxDJ1n03sJ97FWNn61kNJMrQljOqDK6zGNqS83lTGezjse7vfs90I3iXmmHwYB8uuBp8dnkaZZh/Wed/d3nC8XXh6fmbUjs8oDm2dJb3POMQyDOmDLCeuVF+hMu8ERh5YiROvL9Ujvv5QbvOsIXZDFjbNYF7BYzuFVjGKb8sE6/vDLPftBtrS73nHJFmMd3nd4LzZhpQpVyVSRoKVJaCy2Cg7z4f4ATnO4axaDCjuQSmJnBtzDXlUGmTlL6t6cEsUaCp5it1xz5eV84eXllfNl5OV44qh64ppUq67KiqCmFTElSs4LttO6n0ataV9rBEIjTq+mrN8m8krQlxSMEMRpeuh79rued/d3ku2RInE8cXl8FOWQNSIVnGSJVDFM88wcn8QIoAqXLWixokpnK67Ra3G2xlBzXDoNWXSs8b63eGabIkLwVB17vZfXm1Iixkrou2VRBdKlObPqmWutah0mP02UHEZGb7PmUN9ia7fXqpGWs47IpRbNoFZdcy66cb6J+70pHHLYWOI8yZJMdwR+60gJYiqkPAOG7aZXH0kVd8r/hHZTKrkkkl7/WCUedZqmJTOlLW3LNN14UgohvyVnrk73EJyX5a0H6wJzimQjijvBFoWBYd68pyZfbDQf1XxrE/RdX9/dKSp0k5JGc1azuOJQKgVxGMml4K3YkvvgoRZCsIu6RHALIw4aTmifVm18hhAYp5HdbqAqFy3nyG67xTvPpO38+/u7JUcj66nrvZfxCxkfMoZYDGMsFCOUmYohZjifL3x+fmXoOvZdTy2F6+WqXossW85UCpfzhVINj0/P5BTZDDJ2dd5hrRSctiENPog9Vsn0IUgOsHGYkrheruTpKjeahTLLdZzmUZcMqxdf8J4ffu8eqlhWHTI8XiPVGry3pHlVQ9RaKBlC13E+nylqvFBrEaOKoIuREheyb54gEyl1ButENmgd2I7kNpymxPPryOvpcVmQTNOkHa1mcfgOE4yOm1k6RdWxLmqFm3GsnfK1rpvSVgBWzFC7nyomoMYYzeqWohU6Txc8d/sdD/d7Nn1HSSNlHsmXK5ZKZxLd4Ah+kG4ny+uLMWrYlxKKNSoTHCkX1fbKa5HMEOlYrLVKFVHNfpV0x6IOLUm9HFutd96TlPdqHAzDQM6ZOSkVykk36XQk7Ice7wKXy8g4zaSSZEJxLbQq6DZbeYbLdlupYbcuVDd0sbKM+TBdZxUW1OXwctYodl7V+Fe6eK9vZJ5EMz+NM8Nmy9PLUbOF2ucq955osLPCHvL9c73t9FlsuxqFC/mV/F+zmlUYRCYoHWdRKphZsNM2aVSqFk+h/4gFWKXrpLPPVTKMGkdCzhr5fGutUOxau/gdTGZTTHqTCAZUqnQEzjpiLRil5njnMNrWGiWellLoQqepdUFxl3VTlJJwG0Mn0YzOK7larYesM1yni1ixe6HU5FqZo+Qmj3OkN4Y6p+Xkjilzvn4WbG/ouDscuDvsKFQuY+J4uvBp/Mzj4zP90NN34j/olZh9Op2IJTONM7laLlehGjAJbpGDFSdkL847c0yiyijSWYhXNBifcXliipHqrUoJZbSdrqPikWptpLyq+0PPfjPQDz25FN7vPT/6dCSHnpjk9EylWeBbNpuOcZ4Zr1cprsZRrMOGHhfEE5FYGUskpplSDcU5nO+oNjAneD2NPD4/8Xw8cbrOTPNEnOdlE2qdo+sHNeoQntyc5oUP2Fyl4bZjeYsFtsiH9sDc5u+0blJOey+5veo+JG7mO94/3LHpA47KPF64Pj/T+SDuSq2LUsWHjKCyNKlVHiI7DOqft6omhGsr23drrHb+wgWQ76ljZm3KCahRqCPGqmlGFdJyFzxxnsXIxDuRKGpRBlY2RpaiFXwgp8x4HcVtKEdJJtx0YoGmQoM1l3rt5sSFfbHTQOz5qxY/tPgUMJV+8IucrvlOSjyvYL0OJyNrae5RnlzE3zSnwjFduYwT3op6yntpiOINMd4Yt3wOzaiiveYGfZhqbt6Bfu6sIVXy+Teq0drl3TrnT1me8VDB+8B+13E8nhc7NuNESJL0zwnfUpL/UtbUyVqXA4JfeUVvv75b5leral4rMc7kog4eTqp8zQJOrzcbOFOZc9QtGiLZsYbLVfCXouJx8WMUTiOGG8lSVeeWzNDLRnGz2TJnsfqfY1R1inyIEtgjVIWKGD6EsKGWzDjNKtCvJATvcr5nzgUbC3E+UUrmsN1yHa9cx5H7+3vSnMRyC5EDDsMgI0FmcV923tEZSzcMTPOsI0ollUKo0NtMnCaovQLChXGcmKdJxlDq0ikC/P6HO7768J5aIjVWvrobGMwjc6y6fZebvh96ahF+28vrC/M8KSZqcAamaWScCrmIGWcYdphhoGI5XyeeH488vXzm9Xjheh0Fi8wSyO50TO37Xgu2bIpjnJcbqTmWrEXwxgTkpui96Rpu6DPtuWkPv3dhGZNDF9jtNjzc7zhsBxyZmhLpKhrwnXcMu4145CnilkumzEV3BPGGlybWcLI5VoeklKXjDV4KphY8a1T10B5Gc0Px0Jwio/LNdn+2gHiquGSLC5OaQcyRlq+TNGO47zrt2ivjOGkhEDpY8EaiA+xKSqeKs7ZMFDJxmSLPWVq20a2Tku62ZoAWzFTA2eU9tnEyp6LRqjr2VyF9VwpzTNKdukCpYK2qaaxdWAQWDVDLGn5VijiVI45Ztb6VxDb7h+XrDVYIzb2qUvWAkylspduIkuV4PvN6PhOCZ7sZoFqdMgppzhJWpdcupUzV924RJZAzK33pd7IOM8Ywz3HdVhmDC6s3Wc2FkiNdP/B6iVS1rNr0vZJgvQZfG1wnmEVwAl6XKGNArlkMBqwV5UlW5Yh1dMHx/sMXTHPk/PpE23B1vl/ad2uFPpNSYrMZCD4Q51E2ZpeJ4C27oeMyXpmnaSGcUzNdEH2vszIGb95tEF5lYNj0wEk2YiUJLmGdyo/gqgX33cMDQ9cRU2KaZrquk6XU6DhfzwzVEPyGaZyJs9B7ak6yAFn8DS1fvdtha8UPHbttwABfvbvj33y+4myHDeKwEpNIGzEwT1dKzQugU4wjGY8dBsCTY+LxeOX59RMvxyPX68Q4jsxRFCQSl+npupYIJ91gk9oVHWcGL6B2ynmxkm//3Bpy3JJpV4xwvfnbFtY5q7k3lmHo2O82PBz2bDc9aR4xJMx8WsdXOXWJdaXj1Moi+xNbLftmhMyxLAW7WYpJvRMTkGqqAPWlyHSywDwy6XgnY1nSDGxn1gfKeqRL0u60FNTCTUjdQWMEKjD0vZLUDdSCtZ7dTvD2WmQhI1XLLlv3tS7WpbiWUiiNl53KwsOTIgKoOiqnuqiDpHCgk4yUqGXzjeCaOatiBbhOZ32tonFv/qihFdllE2+IOeJdIPQ9OUWcutGapjm+Ke63vWJrBowuLdt/A9HR19R4ms2tXWSS++2WlCONkTFeZzabHSF0BGeVuO50GSd7iqw4raXFJKyLu3/rolhyJDinuk+ZK2opgn8EKU7WHfj8cmKcZ3abgWCqtNrWEaMSUBGH5mEQrpsfAuN1xTOMNUu8orGOeZrZbAZizjy9XOSSWafGYzoOAF3fEadJMm6RjJd5OlNywocgjsWlYI3jeB6FyKoPb0wzQ7/DW8d1moSMq27cw2YA49jttpzPZ5wRaZDzXvXc8oHudzv93IsqbiqbTY8LnssxM06T6FVLYrpelo1nmiMpzljrKTVy2PR8792B4JBxLBZOxyP3uw3zL17BCJ/NebGbCt4zXs6kacRRKQZs8Gzvv+Jqdnz85YtwBs8j18tVt+hRA1EtmxB0vFAVSdLc3ypcRmehswYXJHmuVIEuCkLf0UdruZZFaSjSjazF0egI08x+ZdyWjnS3E/eZ3bbHlESJE+fHV5xVN3aj3VPLY1baTimFQtWuRByY3v7MhsGtxsJtj+tVdWFs8+sEzOpAY1hlcNS1K5YM6RaviVJAGiFesTKEu+r8DYamy6hGialVOtuGcdrl51qyLLCX0bxtnGsp1CLFXvYEWTfJAhV43ejLI180llTlb1VMJqIuLn0QTq+xjvE64X3gMs6cL6MaXHRqSmG1IBuha1WBtCoi65zGSeqCRcQBWoTNTQe2uPMYg9H3j34SLf+5UbUKap3WzBKMbOtzSRgjqY7WwuC7ZSk3DIPCJRKfgLULVUnut05t7xrxfd2H1N9SF7+zKA5Dr29ETtUm1XPOqO5TurFaDdsuUHPCBkfwkqKVVNgPQjNwCFYoHULP8XTh9TwyzUJTIRe1z698/fGRru85f3ymucBs+g5rjehElRax2W4l5zYJQXfTiZSo1DbqGs5X0ataq2oHLyL0guF4nVaZUSmLK3JKM+M48Ud//Ee8e/eB/+ef/GMul1G2uaan73uen58IXUffdXTGErqgD7HhPGcshnEa8a5njpHr9SoKhSZPqzKS/P6He/a7DWGQxZEzlXfv7uhyT/9vPnGdI95kumFDroa+K7y+PBMnoSHlWhi2W56fX/irp284XS9M00xGffusoe+2lCrj0TQlYomUnHEu8OF73+cHf/h3ebh/4Ho5cT2fuJxemaeJ8+XKy/OROE+kLNZwpeTlfbT8HrlRpODdKktaVxicYbsdeP9wYLcZoGZKilxPL9SSJcTdCA59S9iWbXVZcE4QEL/og9c6tRXnks+25VyjhT54ta7TbqHcfA/9YTSZWKORifpGHiwwi/uz2PSveGkIjqJjqSnyXBj18mtFWeqpWYp7NWK91XDVZorbxtz2sLfiYnSaqvbGpsvKoSF9psIUekjZKsYcFYP33YLnl1qoOYk/ZpZF6Xa7Wa63ky2JeD7atYAZDEm5pjFF0WNrbbjd0Es1ZukoDYbi2jVoh4UDI1xI590y2jZqVm6LuKaBVtaNWLF5rMaXtusQYwRrCEEkhLVmzSIypNS03A1LrL9bUbRNeG/k0thaBNg0uiQohvN1pC64jRSaIlAjXRfUfaYsN51caDhdRi5T5PPrecnZqKlifVnwlJQLsVS23bAoV4xb+UoYw5wK4zSLysCLYqSUhDg8SwhSwyd8cGvnYCGmzDgL5th1HTHm5YIaI91MrZkf/+2PGefIF+/fa2GuzCmy3e8ZhkG2YkUoSZ+fXnl6PXNMX9J1A6enR4IRmy7nvHZZSXX2BlstP/z+B/pODqCcBcdKSQ6K9/c7vn7JXMfElEe2O8s0TZxOJzmFjTxQw7Dl/PLEXGeysXR9ryNb5fPHb9hsBuGSVdk6D/s9f/Inf8Zf/od/n9/7Oz9kv7/HOcs0T/z0Jz/hl7/4OTlHxsuFT19/zeV0JE5i3nA6vXA6vjJNo5y+JcsopPQb78UiynvHfrfl4f7AfttR0ozNiXx9YRpHqJWirkpGbaVQTMoo3tymgjWRTriE1pnFgqrq0gMdKanquWgNVDVlqJlZF1YS+7k+GQb5Pq1wpCy2aNOccNZgahGLsxv8FC1UwrUsbxYDxjTZ3Mq1LLfdkv771tiiPbCSn2NWzPYWC9MuuL0E/+Z9iFrL6Cg+zmrIoTBTK541JzJ5YQl4J4qVrAeL8XqZaxb+o/opVpS4bhHqTjNeqNqH6+s1zRQa6XolAsEvuKEx6qJkBP8XJoXqzk2FlGmy0rpcY3kNBYkndU5gDx8CxkDou2Vh2TrtlKJMq7PAO75ry8Cbg/A3fH239llNW8U6S7WaxpJqpSRZKsQi+FqMkr8afKBTSWAXnGwOrRiC5py5zoVUItcxMsdMH3qmFIk5sul6vOvEerwIpnV/N+j2Sx6arvNUIx1YSpnL+apbP9lgjZPEA1zGCaMP0LDppQV3lnkuXEahAPng6UvFFBi6ASzknAjO03nDnBJPnz+BMXz/ex8oudB5C6YSNLBIiMCSFVwNbDcD1g/86GPAe+ETpjmCdQTfMWfd6BtLqpm+6/ni3Y55nphneXCxhs1+jw0bHt45HqcjtfTiBOQsz4/P8pm4wJyu9P2B4Af2LuFNYMwSR5qnxDxNi8yrVsM4z/w7f/on/Bf/5X/F+7sPPHz5BdU54jzz4x/9gl/88mtKTvzoX/8N//yf/TUfv/mazUa6bGssf/Fnf85/+g/+ARjHNx8/8s//6f/L1z/7kXA2fcBbw2G/4939gd12QzBwPr1yfnqV0z1nLVpy0wfnFopPdeBZ8bbloTNN1ib3obMWU7Po32VVt+jxgfUh0nHX6LjrlTQtEOzKOTRGKB7eOyoiX83VcLyO3O22mCIGGd/mCK5b0nWbutCOsvz+QpZmfS3tzy0LlKUAcFNIWcfr9jDX1bH+lvtZa+t624GaFeYyUGVZUosUJR8swQZsEzCkzOvxJBpkH6RjLTJjNllgG+VBOMdvGi2jahJlRcjCqDnxyHJrikrf0tnVWCebfmvou45gHUn9RZfC2rKi5SouSzvJuinL8qzJPoPzUAot7yWWQimC23tNkRS4xPxuRdEaWX5g2rJLsL/zeWaOhVQSp8vIrEYEl3GGOuIweC/+e53zOC8Xy7oGeIpMEAy9Av1F2QSNME2t9H2nOcTSfaQYueRZlj+5ELqO3X6v2ypl11tpU9vY1geRJGEqznr6zkkXZeRG3u82WKMjj4VS3Gp91KkmVz8M69QYt67AdUxRTUoHUBymGwLpl5PocEPHOF0YNlsEISgLZaDWxGE3UCuM2dDt7wHPZZr4+nXmcn7heTS4IDSdDByfnsjjBaohF7ET6zYHnG4/pzgTmxmBtYw58+nxURxC+i13Dx/4+Tcf+e//0f+AHS988eErfvhnf8qX3/s+pQbyPPK//s//E58/fkPNhQ54/vzMsN3z7t07fvyTn9Bt9vzlf/D3+d73/5DD3YH/4395YhMM9/f3HLYb6UbiRJ2vnMcz1ELQvJMQBiHBLxzGSk5x6aJSzlhW5YdV/qtBFnPOGLwRaoyx8rAvpqvoaMqNNI5WlNS9phVF/QycF+1+CKJw2m63nM5XPj29cp5mwPL+fs88Cz3LWbO8/sacsGiMpvwUWYwYVssrI9QU6cBWvBCzYn9SJFdu52231ZZHzdOzFB1qK0sHlmWjpNijwbmq10EKpfNmoS7NSRqT8/WK90Egm9AxjjNlnHXxKGNt0c69DdEYsxxYrWAKmimjskAbAunMMZJKpRSrh2o7sNZiX6pRnbcawpTcYqzaT2StYVWvMDcRywp7yLtdtvUFacz6Lig5f8WNbxeCv+7rO4viGKdWDakFpqs4u1ymyByFD2WNxRnByHabjnmaZUHYSLxNpmPU5BIFr33jt8nPWvWIsqH0xitRWqVdRtb9UDFdsyqXD715/zX6RUkJ5z1D3+O9pVk5hSCk7eZO0ki2OYmzs3OOoev0NGbBe9oH2DDJnJMab8pyxtgmsAfrJeCeUqnesr174PnTSFT3cuNk0ydZJoavvnyH27zn5XLh9fEz1zGqjG6CODG5PebwPaiVNM9SBLSTqcbg+i3b/Tvm49diBGAccqYo3uU94xjZHw783hdfkYMnjTBeRs5l5Onlp/zNL7/m+vmZf/hf/zf89T/7Kx4fv+Y6Xrl7eM+HL77gL9594O/84Ie8f/+OrnM8fvqGn/zNP+Nvf/pTvvnlz/iLv/dH1HhlvJw5Pp4kRD5HUbsY0QhbI7I5pwqG2roG4yi2+Q6KPrbZ0SlCguQAFbohIEajDXOULsIoFrhgkYrZtoVIe6ayjsXWOnKF63Xm9fUT7+4PbLc9m01PjKJkAout8JOf/5K//bk8kN/74j0f7g8Ev3IIa6kyobeHsza1ixQLqw93K3LmTYe6jnO3zYuM92YJUGvfL1eR+tVaoXkn6j166yX57SKigX/SNFSWqcZYGWXFskxkfsKJlQVlNUWWUu1aNs7pgs3JJNRoO7WK763Sl0UxZKr8tywelSF4MGKs65Q2U6lM6psZQrdgisG79g4UalIrNG6Cquzbrl8qiMNoZO3aFYp8cL0bfvPXd4/PXgwiU6pMc+I6JaY5iSW5NeSYSFnA52YrtukChSbXqXoyygnhVKdMzRizyqbk9jLrSYic/g18NrUoFUeoAn4Qv7WUEtbLmy/qkCH4oRjDBuWjyfbM6M3slmyXOM20BMEYJeZU9M3u15wmwo6PcRZ89Ebob1VlggLxqQiQPsfMZrujH7Zcz0cwMoaa5WE1FOP4Fz/+GePlyjxPCwaCEczI2YpIHB1zvCySQj8Echzpuz3WVBzzgp3efoUQ8Eow/ssffJ//+L/7b/nH/+Sv+Jf/8m8Y5ismwevLI74P7O72fPnhS+7v7nn//j2HuzuGvifNE5fTifPLE9caidOFX/zi5/zf/+f/Rc6RkM4ctj0lJ8Hf9BR3PuCcZ+gke/rKzBDWk9sYcUZvJz41y82sKoS2QFD/ZA3TEmlcrfKQxlTkUC7qmScfFU190XTiC/JWDHNMPL0eMcby8O4dQ+eX5VCtsN/v8CFwHnusF8ehKRXs05k4JQ77DbvtRsYyKhRU0cH6yOlSJyUhFOfczDCUnqPdrfduWWJSGy1KR0C9B99ky+jhi3bGrdtsUSHLYaNNg3hCZsZxot8E5pzBiijOWMfL6aLYoyw+SEVhBCP5QzlpY9A0xisxG5oxrdGC3S7A+vmhjUpbYhmg1KS1RSYAjGEYBjWDFnmh8S0sTn5OwyOtWbu+lYy9frVO29yM36bB0e2Z/l3GZ2ccpQpX8TrNVGOxTWoXE1NMtLQua+VksJqFbHLVzZLSBbJoZhuuYgwadP2t4miMkLHNKrwvpdkjifJBil8rxHKh+74DswbdzLPwAvEazejsEgKU1GPQWCFn990Gai+ns7Va5NYLfguetw+86JbaFDDZCN6D0GPm7ImpYoOlGsuw3TFdjwL+GpZuwlvDy/MzL7UVfjBOtc5WTtySZkyOZKTTHfoN8zjJDZETw+7AFCMOAaubyUJ7jcYY7u72vL6+8u57X/B3/+AP6DrPP/zP/zO+fPeBp+nKP/3f/nf++h/9j8S//Qn/3p//JVOMXM6vzJdXxuurdNIpMsVITJE5zfyLf/H/8f7hnmmSDhF1D7J6EEoXFck2U1Ji6HucldgHyXgWYn7VzsXoRFLU17EdcLWKD2RKDXPLEnEQ12WBdZJz0QonoB6dhcava45HtVZqnvn93/sezy9HTqf/n7R365Esy9KEvrUv52Zm7h4RmVnZNd090ANqkHhA9AgeuDzyY3lBICQeRjwBEu9ISECPZujqrsqMjAi/mJudc/aVh2/tc8yjqmLU1SaFIjMi3N0u56y91re+ywXBORwPo5LZI7qOhPzHz19w//47AILXNcIZYE4J+fWCWTmpY+dVb037qpITRICh9zql7L5/v49JkjLTjDNaEWj37oYayu7Us1+PrdDXTT3TpjrWKeYoQSxc38HB4fky43q90nleH7nQtuz5+QwRwelw0DxzcjtRi26Fm5lvg3+g9/6uV6/bZ8/n1Whft3QpMQZWjSQamEZvxqR2g6TkGR3rU9YYYecg1rzBBJnzgjfTXHtvbg2IeUBLGzuwH5F/+PHNorgGGkUW0AkmxKAdmYVVDlez6xEQf0gpq+W/Bqkr78laq72u6CmnmIltowNbcK7n9+wTvoCbN77uJ4b1SoDVr7eOxHCjI5rRomfU5qm9YcZg04gyYhTbBrEUYFkXLlH0guMNys0xHUkqcml4BoDKv+fyxGBNHBf6w4F4jupZYyKlIeeEXCvGzsEbaCFXV+eSMS8XoDD32IrBMCaIG0Exv0Ccw7oscK6H9wMen37CnaO9WlMZ7N0Fwfz7hzv81X/+L5FMwv/xf674+dPf47/9b1b8y7/+5/jbX57gDx1kMljmZzw+PuJf/+3/hV999x5jPxLnUUOBx6dH/MNv/wFfHl/w4w8/wlpBiIHddw4wYnGYRgaaocBbC2sFBgVWjFJjaIhqala8TEdaDQ7LpXn+GcQUWegq329rQYyqfaYlK68PaOFcrXA00jMleB4hqH1ZyZhfz+QnOg9jDdYlodSEWgTzHBBzxsPDO/Sdg5wGSAui12IQKxDnGdAFjlUCNCkjLBBtEZB1GXBbFHnt7UsL/tXb5qCZLZiGDbZ/3XAF6HWr/22M3eEuMcilYlUeIkn3guPhhJw5qtYClBzQWYNfff+BQWbOwniHZV0QEzmhsSl0wGLboI1cuUxo/gMVUOyUqxdI0xrvxakJKgWy0bZCWt+Q1J3qs9e4wroOfddDhEoV1ArRvPav+72qk5oCtjdjdeugscEI33p8syi+XGfUwk0rCh2ojW/yG1HXZl7ApSo2YUUlU+x0nCE1w2pVp95UFIsASdmisiUDoNCrjmROEje9N6iFXUDOCdZ0W/iPcYaZGiJwRgDDoHNbofQhUR86XlJZFTNQbAK1IuhI0DaYBUBJqU1AMFIRS2DRreQfFmHnZjUo62WOWHLBl+cnXOSwdXIhLEhxhfM9luUCA4ucmb1xOgzwziKkjBy5MdzyNNQeS/RCcyIQ16F3SRJOAAAgAElEQVRpRK3tIG6kff/ygnLsUfOq8r7EjkNdnFOMOBwO+J//h/8J/9XLf4n/+j/7K1T3A94fRvz88gnf/xf/Kf7y4Q4vqeDp88/4X/7Vv8LHj7/Dj7/6AX/zN3+D5/Mrfvvb3+F8PiPEgOvlgnUNSDkipYRJLaUE9AS0hpk6Y99tCXgt+IqdMgt+kT1kvbQEOmH4Vy28GYtaydfCAhJiwRJXGABDRwklHZNYVJrJgWzwA2kruQImi3argjUm3p4q6SvYDQ289+TG1YLHxydUMTj0HVIqWFOkjNUaei8WWspBsa0qwBJWdVAy2+gpN6OiaKGTiq1J4HWmI7hOJa14bMNqbYeFOnnrfVNQYW3r/rj0yDkjRG5/rbVM1yzakYmmIVbBy+uCafSYnFV8jkyOkCzCTAx2XiJEEvqhQ6fUOw59ooWPyyBieNjs2FoNF7M3NLXmTduda1Yfy/3vc6a3Je35jDof8ZtxUQtso7w0tsE+aRh1EW/WbAC295T/qP36E4viv/7dI2pm5e77Hg8jA4z6wW9LDjZpBagFFkDvO0AdOBpdwerWC1qgULWqo2VZ8NRn7GZV0Neh1Iy+o41RSAHeNnoNx6VlZRGw1msQekGMAX0/cItpVX6l1Ie2HGnay6KSJ6vON6VkLZY0Pi3qjJIyuWiuWlg/wo89CgSPc8DnX55xvsy4zoHOMTFCJgtrJy6VfA+r5hYkITepGlHi67wia8dqLMOMjDFU0YjhOFpWeHPComNSKYVRpc7i+ctnOhRXQUiVRbKQVgK9UAFiiz//9DP++//uf8QwjjjeH/Hh/h3gWHBTFbi+x9/+3/8PLpcX/PrXP+KXj7/gf/3f/nfFBi3WZca6XiG14u7Qo8QrPtzf4Tj0gOYaH+/oZCPIHB9pnbQtydrWtdlqWesQQkDOEV3fcwpQ+V1RDPHNKGQEUz9R4aNTijXslqz6XOZK2U1cI8Q5lLqSqH++woA0EHppcsRrHMN2bYQQITBMnhwHVCHlJFYqQxrORQ9AwBal+5SgQW58pSFF9H5f3OlLxxaLu+F0b2/e207ma2y7kdhFi1ErBhvyptdtymrKbNxmNJvRJHtsVgwEDw/3zN6eAyoM3LrABoNlDViXqK7x/LUuEdWrdE4ZIm1Ube8fye8ObUHE8blJLlt530ntrfNsPEMA8Mq/bEVQEVgacohOaCor3P4B+K3L9m60Q0R+7z38dz2+WRT/gz97t43gKUXdnDkleyYdUZqtkd/0p86R/OysQYzEXooajzrdeK0pwXtyGjPXd9y2WTXbLFnddirWZdU3moRrGoUS3CYZtCCkPRGwLAtKzog5wKCdrnwPmwWSMTs+obQsVAhqEaAwoS/kBOM93OEE5zosa8T59Yrnn54wzyv5iZFBTLHpT42B9yvQjaAyIGGZr1jXmeNS5YXeebV5r3WTEd6OWAUkJJtaAMwY7y0SWPid8+g65oSk9ZUXplikCkAvxHYXigB932NdF6R8xXcfvkepKy4vK55fviBfFlwfX/A8L5De4zpfcXc64f3DO3z5/AUlJ6zLBbVUTEOP7+9OGIYeh3FA13t0xqL3Bs4NKEVgUfSQsXpDqKytsgspOtbOC9+3Tt2z+2GkxFONXxumbEV0ryDb94R+j1oyOaquWbnVbVzOuSCEhDXS4aVRVSB0k2dnpS4ximm2Gzkl8kdREqxQeWIM5ZXOCBAEh7HH+fzKDG6VOFL2R8uuNZKUbthyUgEmDTdkZ7ktV9A203tBrIovtilsoxjdjNfNSYeHKu+bELg8bB6RMTNxUzy/pzUOr9dZddYFAnJmxXEcLaViXjhed94hqj6fT90ihIyUGQNSSkHfEQ4hKyNrZ8461XlPqFTt4Rrmje11yPaZvRlpBdtnjq8KWjscb/9YtNOu2nm/2TBXUSy24Bbb/Nbjm0Wx05QxA0HJHiJFOz0BE8XeoCLovEXKCWuIKtfSBDIQpzEiGDs6E1vbPvCCGDkGdM7qibE7yMSYAeGIWUqG2kVugHYbR95gMbq8sUZNLAydtasIOt9tlIScuZULiZxHgJQA242wvkOFwfNlwdOXR1wuF8SQkKLqhFPawGiBZi0LOZlu6FFDxBwCnydoFJBSYj6LGBx6h94aOABVmC1D0JzuywXY9LCIAT4GiDBioC0f5usVOSxAKerg08M5fS+UIFtrxfv371BLwf3hhFIC/v43f4cYCo7HEeMw4CIJa40ol4AC8hljyCQ21Iz3pyMOhwlT16Gz1DF7Z9B13O7XnDR+YB9NGh/TQPXLSCg6IsXIA3WaJlI0Kt2xqwDxEjCppdtbkvJNW9DcljVbOKxJr7V9BIsxAZY3bMoZ6xqVQmUZm9moYorVWe14rHWwVt1fmp5XO5zmY4lacL3O8L7jslEdb1p3U4XFN+YCr5gpaSpa6Aqfu3H7tFXf3P/a8e0o4n4fqpnCRvLWQ73oa6xVMPhOHcFZiCDU/0OAEAJC4jbfCqhhFt53YoDneYYIoavOecAKjGK9KWmgVOHn0GSYbSFqDGlX0IO/UaNKo9IJKTqNXC/YLdJuu7ms5rqi2KCg7EOvjufbVkLQKqh6iNK0uBnX1pIhzrV9296yf+PxzaLYN688AElfhLo3qtMMi5pzTsXdCsq2FMCcsIaMDkZPiYwlsbDUCpRM1Qh0cbKsSQ0caJCKUhm4VPb2+/Z3Arcq6NexxN7oQa2lmoaNqIGAUQohJqUMCap0sJOHHyYY67EsAV9+ecTlOmOZZ3Xg5kVRtHC1k5g275oNXEk1WNYMJx3EeoghqTxFZspA6AcnUjB1DgKLNRVUZL0B9AJqoHBu6ElBWWZM3/+AGFegJBjbY6kvEKmwziOHAHc34mA9X6kVOC84TAOmvkPOAfFyxboI/vLHH3BdFmqglwCXC05DR688MXg5P6HzBt+9v8PD8YCx7zD4Zv3OdLR2UxoAVVP3WhfA98RtN8RmUizNQUWXL1YUN3bIKcBag4f7I+FlY+nbGXmoNEUL6S3YohBqrfQhNK3LS8pWEMRA89aGzPG/GQqFzND4qp9pQcOmGraYUYTE/VoqUlFqSuFN2RYX1tI0I8YA/nVBTqK+m37jRkLUgV7UpFcAA7tRwVAFIQEiFb4jMfy2YPC9tepp2ooNVTtW+bMVAmfZnMQUUYuFNdwwz2kFpMA7HjjrGlCkdeIVVQF0KrkA59VfoGbkyLzpYSS23/K4WXDNNmm1BRNkx/VaNnUr5KhVKXeNybFDCBUgVNGs3KSqvPO2W5QNQ26jey6A0XueDBKFJ2RnMMA2uzu6/v/JRbHFLbYTuFR6vpXKCzmEqFxCPTUKmfUioD1V5aZ2DasuNwzWS9qWBaVEVOxyLBZ+ln7RftjY/U0xxsA6o2C42zsRu2dEtwzdJr7PtSJFLh9Cysi1wvoe/XCCOI+UK66XV/z05Wdcrwu7wczCnZRwShRcgXNrVcYk7IrXRYEMg1ozjJ9wOH3A9fmVoUhpRY4BMA7OdwghoeYMsR2WuG5bsVugv/1ZTqVBjwjhFbK8IuaCmgOMCYjrGUx0EwgcrnPA97/+gO8fBhynATUFLNcLTE1w3iJOPWapkJrx7u6AmPLmVAJDIq1uv0hxqgwvo5pEmQhlL1DMSd4xG+ecdjy0hEsxQhQ33rS2Srvg58nP2W1dYcOLqBApOcMKN9CN79coR80hu41SLLyaN1wycuVNmTI26KQZmVnXAo6E220NmQd2XIzkAlpZtVGvlLqFwBvnkDK/LsaA3jtazIFfJ+KooYZSjmDRlCwCbPeAa1nIetACUAsy9S3ccqNVsaUsCWs9XEM3Cz0NuwMhm3lemGopBaUmnRo40SzLDNf1GMd7nM8MharKKa61ou8HGMNJre8dnPE4HkbEkHC+XOAGr1k3RQ2GGTWQEl+Tdxp3rO5YosWJsEFWvM/qgqZu3dvX0kZI3e+924d2xw2GQhUYVJhK38WqvGkDqx07u2jnVb1oLGA8vvX4dlGs7Ahj4oUbc8Ya1o1UXSqYtmf0jVX+XUHSDOI28ur3Kyys0A+SGMrNGr7ypGz+eGKwuWI3vpdocWp9s3VOnWCM+jMCMVeNSeDvEIdhOmA69si14nyZ8fNPn3GZZ8SYkGJUsD/v2A10ZFFyuACb2/KSksq6tst1V1EYj2vQLZ8hdaPqZrXkihwDho7Ya7OFZw2sb4qi6C7GeU1ASyu8KciV+F0METkBnT/w5lPfuSUBgwNMWYCSMFgAuSKHCCOVnePQE5NVJYOAn9u6FbHd5spIUZCbLIKkyx6+J7L9N8fWDLHYPkvvhk2VsS18nL0pCBwHm8a+4YI8WBs9hYdd6wxvFw2tgKE28wU9W43olj+rkztvRYMmiysbrJNygUKCmx4b+lm3QauUot0QD+nOeaSyL+dqZV6xOLfRWgAhbasWdJ56fTFGrcMU0mm816J7MShfETsMYNW6LKsRcN/7G6iIB1EIAbUWzR9ihnILCSu1IlXDPBPJGIcDjLVY1gUAbf686zBNE8OgQGclvt8ZSwR++9NP8F2P0/EANl1csoxTj2WlmCFGUqOiLmYzBM8vr3h5ecH93QnTNHI60AJtgA1/bG/0rnLaKuB2jbW/b7xlvn7ZDsWq4m9CGQ3x4AzWAu5yrpjnWa3g/vjjm0UxhKinEz+smDO3VmKxRAr7W3PB3Aq6Z9hqKPBGe8KkVTTnY4AXAaTCgjpipxtAMcwkaYWpcZlupVFNcA7hSRtSRomq+ggRqdILcDgc4I3BdY34+ekV59dfsCx0vg4hIMWVW04Nvdk6FsF2atdakFYW2G0jati+tdfSEu2c87j78B3EdyyiRW/ymJBiQA4LjXi9Q4kqEcN+E7bFj7F0E3LGqDbVwfUjeueQ4eCU29lPI9YcgZoR4wUhCn75DPyHHz6gaC5uW1g419EQYwlqfEFvRP7Og8grS8BZUVcYbrizevKFRPwMgOp/RVlURQOmDJwFvPPbRrfBDZstlxUILHIq2qFhe45cnjCHmV0Xv0e54aluhG1dlJWcUTK2w6SlA8YctXvfM1hKLjsmJzwUMt0kdDZp+mPZPtf2e+tMaPCwa39bNniIDGj69PiID3d3sJYQUeccGNspiq3tN3/JexyDADAgttqK7dpGaMXioApjZxy8c4iVBigpMxO5FsIZxlp+hilhyRW/+fgJpRr8xY/vUUvBmhIx5tMBd3cToFQdlISoC6NagKfzBbnSemxdI0SL89D3AApeX0kjG7zHYRwh1uLl/IJaBb/96SMen19pyDIkLOGF5H4xGIeO/GHQSBYWxK+N5qhAeZ03nWJty5S2UZE2gEMP8La04cnY3JOsEzhUJHUn77zb/DP/pKLo9EQwRlUkIMUjqNRNhCJ6ai/BD0dJoynpCa2cwFoSidrVKGFbuwHDE7zlLBvrYS2F90a7Bat8w6KdaMxFnVEs5uuCmAsgDuM0ojsdYErFy2XGP/zmZ1yXZXO8TiltJ2CtdfuZjRfZWvdSqgbj5K173y3pNWhbsInSnbPwYgFv4O9+xBrDPrPpzVwLRztKt8yWdSE6OhndFlrbUuwIA7iOSX50gl451l9npFpRUya5NumYLwZrYCbzqWu28BU5qUFuAmJY2D3EhNwcmo1iOZXjWRaLWhOMeOSUUFFgrX5GohQr45RW1biqzYnaKCbcqEdGx0fKPGmYmuG8g4NaRxWGgKXEkHOjo20pO5bbum0WST1A9DBxW1fJzimlAtSoU0pFUgL99nx4ivPfKw4mVYWX2rrsFBLtOpRKViqVXijUy5tKvXZ1Hq9zQOd7/Obnz/izHz7gODg4w1hNUT1/TMwSMgbwuhRrhTvVCrEVUipCpEmG6BjsROAcUzXFWqy5YJlnShsrO+DO0ynGCAtHKhXPL2d8uD9wEWgq5hgxdA6HwwHecYOMnFTlJRDjsIYVsB5zLDi/nHE4HCApAer8HmLE0Hc4TBOvnVoxLwsuc8B1Cfj89IR1jTgdRhzGDr7r1PVdm6wCHCaPzghyiigRSEY2WEqHSTX+0N65LXVrE15UNTrm51Nq3iZPsWw4hJtWLtJgkTO/vtp/QlG8rlHt5ndQE2uzny8oNSh2xxVaKRVys/pufXADOI3iRvaG9A0ttJ2329jcdQ5GSLSGfg25tBVrzCxIYuFdDzf1MGAGzG8/PeP1esW6Rha1lBBioGa21u0p7Uqc1reTFB7U6aS2rZd2bRtIDLwR9LcHcR12QN5PuM5PBPRTZMC7ultXXUo1jXcjizc2f/s75zSzxDuMQ4/vPnyH0+mEn14Frz+f0fU94rzozURaStausOYIqwsda+hMHELYYiE2nMc6Oqfoa6LDszrTCBdouy2Wg7W6+bwZmZ3zG+58uxEt7f8BiKkYvFOuakWtt8Wm6eLZeXIXpdpVWszAegenHUCTVlqdXppiJKoEtEEqYgS+o+a3NKypYbU3j4ZpyVd/VlD0gMhvRrn2e60F1nh9/9UJ2jmcxgnFOoTXC37z82f8xQ8f8P5uRO+JweWU6TzkLLqOUJDzfD9iaBCLFmvrWCSMbAYm1hqsawCUfmZv5KjGMN501+0Lur7Dr757v/Ft+6GH9z280yje1ws7J9/jp0/PeH6d8f7hiMvlFWIsYlGDhky/zOv1qvc1J8MQApMMS8ZlmfF6nXE+X4AKnA4HHKYOp8Oo4zwhrpR40F2uM1Zj6FZuBTXxOZtWG4QsEtfEjqUlMZKK1yScokqiggpTuRhyCp2YajaO7S3X9avL4Pce3yyKz+d5G+8Eu+6xtotDC1oD34F9zt8AVrQiqOlvYnVUIjZhZA8tEh79gI421bLjDGsmudh3MMMREItYKj6drzi/fsG8rEzzSlEBeh2Tqro132CSrRA3fKr5sQE7h7GNzrfFsBFS241ze4O1ZVF7j2oO7IyFW72sI24blzvv4D3tlNrY6JzVDGXgeDjg3bt7PJyOqLXg+nrG48czgrnHMAwYnKi7ckIK5KKJtjFDZzB1vCiCHmA0oqWDSzsMcsmqUuLp6rqOp+sm49KTEE0ayXGaRaxtmZVScvM+tX8vonGhCo+UkvVw0mu8XaQNQwPHpqoFr6C+2V6+wVv1c7j1IuQ2uHkwNp4jscWm0WWtENwW8Pb4+qAjDnpzIJr2Nfunvifu0RzXQ/DOOBx//Ss8vs5IMcC7E/+t4dJqSz/UUaJhpRA6eDMzWlVZIki6tIklIy6LenHqPVh3S7GWW90OBrreU80yDiNlqrVinq9AR0u76TDBO4PXNeHf/OY3OBzv8fT8CrEWOZAa5jqHWpmDPgwDrPPM6qkVruvw9PyKl5cLi2SMeHggt3kNEVaEUIg2A9zIGy4bncUaIqDKmo3NkM2mGRdhM9TMattbz3uZ71Hrsq00rjOAqv6rzVi3lt/7rL/1+HcsWnZSpTZPIKGUbHqrjhUNyNy6EMVJGNkIvekNnGUmdNd5eiy2bImioH+mnnKNdNw23sL7AX4YgQKcL1c8Pz7jep0Rw74ciTFuVBYWQaUpGL91q9uIouPz24v/LWb5h37ttIib96f9v+iGsRikvAJIiHFFDgE5BZBszk3k0I8Yhg7eWw3mYaE+jB3ev7/H/f09gIr5/Irz4xc4K/BSYU3GtUSkWCG2gzOCtdL2LIQFRoPP7w8DnBXUaiEqgdxwOI1ZJRzBcKztBgNgvUXJetBV5aSidX0tp3m3U+PSRbZDceu8pHWYAKooCM+fk9JXW3aorVbTotdG8qZKCmLQrOdvv+brAnn7eUo1Kn2z3HWaxqIwN8Ueb77PLc3rD91AVfaC2CSH+g0UHuJd4i0w9cDdsVdhQ1XH89ZjV/XjJJ2MxhbU6YtSSbIuv5zzGH2H63XFvMycJKBEeKHiZht2GjatpqrjNECshRjB6+tFA6qA4zQqZs+EvGuM+N3Pn/DdDz/AqMInJHaBXq+x20VZDCsxUufw8vKKeb7COf6cw2Fg+JrzvAaLmkZAKFAoLFDeO9SCLRBLjEWzP+MBwcZFlEVibihgABkl7ROMIWJeFvRDj0lNR+ybBqgd2vvnTWu4P/74dzpvv7kwtv/WjkPZ4q29Nx0xGWdo1NrwMY7MarPF74LGQid5OyNkyulMP6A7TTCVUQefvsx4fX3EvNBpO6WAmDiS6nG5PUcxzaZoB13zTdocvn7+W0e7d4n7o/7eTdh+//0bE5AiMKXAgWYQVgRFKrWbAmRrNzyt73v0ncU4Dvjw/h0eHu6AkvH6esaXn35mwTQVvRHENZDrFxPseII3ApSMWpJ2drIR5dvG2+i4ZC3Ubp5BTU40C1g/A1QSm71zDCwyhvCHaBaw8lClvVawA2zbvzZ43uJvOcv2N0U705z1+TTbtNYtVjVLyMB1nuGdo/gf2LSrMUZmibfBXXYtcEueaxixbM9KtvwbbMwA7IemTjnttdTtGe80tHYYvMmp1p/Ph9mmDNEZvE0lsAZGoY2Y1L9T2EQ0PmeuwKcvZ3Te4cO7E3pjUeuNe3glLp4zpa7eUfQgep02tkd7StYBXdfDGMIGlMFGfY7MNxoGhjmtMeO3Hz/i6TzjeJiwrBF9l3A4jAip4Pz4wmsKFc4Z9H1PBoBmLuUSkEPB58cnjH2PfnC4XGl83EwpGJdr0fXddl9tvo+iwVvqAVDrHsrGGFjZ7u9WOxgvwOWvEeZr51Lxer1y2RoZb3ucRrTYiKQcaBFBVGtBEXNDif/Dj28XRbUY2l1rm4ZZ5X1StSrzw/TObZkPDSTdJEr6QYaYkEGcu4pArEPXn+DEIq0Jj+cZz7/9CZfrrLZKUeNAd1LtLY6yy8nqdlE3993bQnirjrg9QRrdpm1GtqInso3V3yqM7SY3QkPXBgrTDHTnfxWNpRQD/OpX3+PHH97zJJ6vmB+/ACXDoqJHQV0DkmTAtbHaA0OH65qQM+D6CUPfIQYDbw3CEpFTVjWGYBgcnLfgEq+iGePu5OFdNmYt7bpYMyKMqerqY1EKECJv+J3yUtXyTSNFbzDFvUuEHhR18zIU4U11+95ZtYZa1hXjOGJdtSO66dwroA49dcNiG5XI6o1qsI9bQFX5p4HUnQFw2/G3DlmUvtEK4m2n26CiDTZpr10xU6BxaPWAtWbX7ypOSpm7QancGLf3xXcWNWYMvcc0jjR6rRUxBP1MSKUx1ipuWPb7D4byTytwmrZIepvBNSQ8PX2CNYK744myWmdxOB7hrMGy0q/z6fkVX57OqEqi//WPPwIALpdXrJGKMsaBUL8eI0O0jLW4XK4I64LOWUxDz881FXTduDkgtc5/GgdYK4iJkbrMbHebvVsr8MhsdrquV8zYwnSd+j1UPD2dYQzD7pwbMV8uGsfB6YT3CFkAL+cLAMYrW0OvSmrcq4pM0j9tfO47p0VEsUHFWYwCxE6sWnOpoSf04qm0wGJOhWyGszFmZLHIMLDdiALB6+WKy6fPeL2s6rzCkTDlRI7hjUSIhW1vizdg/6YA3tpHseXflz3b8uRGY9pcjd92kuBm9Y90il9jWiKMXWj2ZGtYYK0wbwQOKa7whkXGGsHoK65PvyCuNF11RhBSYJH2Bk48jOlgFJdLobALdBOpFjUDhl2oMarUqHR7sUpgLzVBKl1iamlcQ0HIcTsxWcBJo8q5brLOkuvmkp61oPMi3o+PFDMambgVXm7j94Oi1Nu4zH1Ear9a0elq1RuY2lhpG+zMxU6IaTMyADS4qjYqS+Ms7hradq2077+rJgRmg95k+/96+9pqRYvaJGugbBt1Eb4fovryxtUU4QHvtECVUmC8o+3cxult0jRKPvve4Ht/r0+rEdvLhi/nnNQSr+mKC4x4FgZv0fW01YsxI6WCZVnwy+dndF2PwzSiVsbtHo4H5FLx6ctnfPrlF9zfPyCWhNPdBE1WQVhX1MoifjwckcsFMUal3ijjQgR9P+Ljlxc4Y9APA1ALqhilBXHJejoeUEuBV3/TNdBJ3juv10Ta7jMRg857GNVIJ3VrB3jYxZB01K1Y1hn94LEsCwq4WbdqVG1AZgN8p0uYijUmxDjrVNbBQLAuQd/ffwJ5+90dow8biNsczBrXC7BKv0lciQvxoFwEQfWRqYA2WMME0zvMc8Qvn7/g6fnjRvxsGynm4xYtsODP1CLYbjSRso0gt0uSHf9j0X77NV9vjHe/wabW2TvNG9zw98bu/fu2m5y/A531EMVKnXOQWDhGgeB6irzBB+8gcYGYgsEZpWwITscjKtjlxhQhkSB6C+3y1mMxBr7j1jiuJCB767FipexS6S85NRxrjyFlRi4zPEigbhGbBaUI6OxdQZdv0RNdqUu6cIgacWmM2wpQc7sJkaOQ3BaQXEGB6L6MuX2fS9kXK5szs5CykfRn+66D1bAkSiT3z5Hf06ExHjZS780kwI9xPxBbR4vaKDhGKSA3ixclwLWJodSKXJXULgLbedWHKAxhCCqK/mxihhZGIzcanefNslK7zVposFAr/00uHPm6bsDYebjOY10bbuYxTpTflVIwX1e8vJxxvV7RdR3e35/gPCGSaezhvUVKAZ+/PKFC8O7hPbrOY4kVYQ14fXlGqYJp8DgeTwyii43byr1BKgVpWZByxd//w890WDpMcM7Au0HRAoFxxLk7z+sm54RUSXq3GpBFlol/I8ioteLzE42MjRU83N8BSMxh2mqLYBxHQIizXtcZgEGIi4ZvkSFDk2OFE6xDSVSPpZRgrENVPLbcOPL8occ3i2KtVHAUY8l/MmaD8YwIqtCoJ9eqBVAQQkYVB98f4LoOkgteX2f89vMnXC5UkETVP28qhoawCzs9nsxKzdhE/vtIvI85POEb33AXpqsrTruwa9VC2MDyvdtjp/OVPlNfexuFm6vODuCKhlhZpbAwyW6cBlShO4r1zKcticuOKxZU8KIZe4fOWl1Q8cChAWpBzRlOQGWIExjjucwSC5t5qvduUtUIFx1VgfsMEuyhutMCLrdozFrge9jIt+wAACAASURBVLoWFX1vilrztyVJVbqJgdDnTmsEM44LQwGM4cleKkJIEPlqM5wyinbjDa2jt5/GJVToKDSg1jZS8eenlFRGSjyiWc6Nw8ACgrLJCJvrcqmk6BBK4b8S2/A+1iypDXukwrwZB7eieOss3a456mdZyHIptODSAzNqWh4VUNwqGys6ylaNTeC9EWLQa8dSeQXhCGeaezyNhgWcyJZ12a7hVAVpDail4DAO6HtqxC+vAeu6koFgLO7v7yGg7VzXe5W6qsGFsRiHHvMcVItd8cunRwCCYZhwPIw4HUeqT17P8Naj7ztka/D4dMY0+G37++7+BOttq/GIOWHsO9ydjmi3WcnEupvBhTUO3gmSYbGvleYlbexFrbQE7CZM00AcNjczERCeEMdl07yi6zp4NZUpMWEcDnoAKldxg/rA9EtDiCZndrN9P+6H359SFMl940KlVA2mKQViKQSPtaq1kEE/HND5AZIrLvOKz5+fcbnMWJXryHY4blK69sw51mHr8ETsXpBLRk078M2NptFTXEcYw2CrdmNtdvz6AyoAuVUSfPX7dmK/wQh3pUEbnW5xU9u2xlLR9x6nw4h3Hz7gMAz4288Z3ljdvlGV4YylDVNS4LrrUDNP0xiLFoSw+QN6Hfms7NkWxghqAnynvCt1CRLZyayp0Hm76kWMUrQLqeokDo7Eme9drsSJYkpbh1f0gm4ORpT9ORgUpMIudF0viIkbvIbIbht65Xq2w0OshTNGXVgMbbr00LLeozdmcwwf+p566Rt4BMDGm4Q4vdz3i1pENCOYBZHddRsgdqpKLjcGvkLFDrvViJxZyJq+2nu/YWpAM4/dN5oiAoEaYxReuwBxxBjZhcSc9HtygvLWIZmEWz5qLQUxcxuaS8E4TijVYA0FuUYsyxnHw4ihIw0mz7yHGknZCG3h2gJLhDgjzSn4OTtjmWcO4OnljJgrDoeJ0E3HazgEqn+GYdJRuuJyuUKMYOyHjQ+5P/c27rsNjuBUofi6xgZAl2ulZKxLICSgXzsOPazwOj+MDK5HIVRD20A2FjS9oMrKe4eu40KmhcxBRH05rYouIjFpU9F3HjEm5QNbmKzb7+6bZe/bRRHVwlgHEXYlGYJYM2Ko8GOHfjrAVMGyJnx8ueDl5QvF6FmZ7yEqPsUuiIsXqFIFgJ6IW6B5TSjxbWvbTs1my2QEW4fWKCK17lQPQBUPqNu983Ux5AX8ltDNLbRsG803I7LiPKaNrxCcjhPePZzw7t0JYZnx8vyI8BiR0j2kMl83BXbU3hIITilBakVYF5QUN2zUWovB252ALCw3DGfihRZLwbwuWFeL49CTtG2bhTvHZKn8XssSty2t0YVI5JOBFQcRpT5YqgiKvn6pnBybi9EaAioqevTIJeNyuXIsVBka6Tw7Cb6W5gTk0Da3e9C5bBfustJ+3hZK/TYTgNZttrFVi1IR3VKDHbDTgt14n7nWN9imNWROMDmO/p1RlTGlZKpADNvImHiINhURF3W8wZ3rtmmj1IqSMrYsYWkLu727ZCFgh+J9D8kZpdCRJVeOyjUlLCFokP1uepxSQQaNUy6XKw6HA4wILteAT58f0XUdOsc44HHsYN2+AC21aN5zAuaKZVlhDDNplpXE/ZAKLktAqYLOWRymHl3f43pd8fHTIw9Kpc6FGND3HSbr4L3b4A2voWPtXmjTFHPa2RnDAGINcqQ0NMcAES4EOzeQLG4VjxWg6uFNKSk/C99ZXZLxIBt6j852sKotjzljTitKyeh6p5r8tDkOHaYRfdfhuiyUYaaMy2VGWCPev7+HNW+pdf+oophNh5iZ7+y6Dr6fMHU9lpTx9PKK86ePmC8zlhCRsio4cpPS7bwwUb2rEUF3Q3tpnUVObaP8Fr8TYZdF+d9uxU6uUUEL14YOaluYFBrlp+D3u8K3319E7cZ040nTiV1pwpuMBevhNOG77x7w7v4OaV3x/PSIn/7u74CSUSDoa0bfGVwkU3RujY4K6gxt2GGkGOGdbBdXI5/mlNn1gN1HaWHvhWmGOQlqNeicxzWdWTi0G+Ghw27++eVM41EdI6216Do6opecKdsSmrTGG7eZkitiykg5I60roPhbUCxx6HuknLetXlK+VzupsY3N/CyCxli29z2EgJfzKwH2roMIv24JAc11h1DJ3qFZazT2wiAVciOj4pSt82ufFYAteMw6RxJySohqF5d08+iNIK+k6dDYw0CEtA+tzRBpuT0c9ZsBrKhKqN3IlCHyWmzPJzbHnhtYgaYnDk0OyRgOACJ66DqEmJRWMrHLLgUpFQzDiFoK5nXFElY8v5zhuw7v7k4snPMVIQQcJmJ9wzBwk78GfPzlCwth38M4h+MwIcdFJ4SMyzzjfL1iHEb0ndOutALKFrn1HiAmyAVPO7DaNciMngoID+WX8yt6ZzGO5Cw6N9zcc4Qr5mVF1/XEuksj3JOXKhAEzZxPme9LiFHlqZxAqkCxQnbMLZhsXQNKylgjD7BmijsOAxufb0/P3y6KZhgx9iOyWJyvC375/ILz+RVr4IWWY6IFf85qCNE2xcRLpI270kDm3Tz2tkhBR0Axjb2+v3FNCgeobdPW7e1gNf/tbhpQSt3yaHGDF968MhYoI9uJbZ3bbkKjF4IzgqHv8P33H7CuF3y4PyGFK377b39GXLmd60Vgug6u6+GRkcTiyyVsN3V7/fqM1TCBVAjR1h+1wk4Dpu6I8XCAcx0+f/6C8+sr+sFDxGKaJuC6wMBgDYueBXXLAW4cLyO8MNvI2ez+l3mFVyllCHzugkrda44bTzNnKk9CTPAdba2ooiD/02vxyynDGnpDus5vF20pmeYTRmBt0TGOhhr8PB1HPmvp7pILrPUwasLLz5BUk819CUBSUi83h7vkC8AWVibSYBe6RzcThqwdbOPb8RehgZSyLpDKxh5oVBZjjV7fASa3rqwdrEaXinXrEAGFMtRceS+MesgpXaz9uXWEY+a4wDtKXTkOEsN0ngYn1jBC1Nm2ia5Y5wWflJtnnGWQfa7skrVwzcuKYRg50ldqtNd5hhFsgWCdt3h4eAAq4B2lgl3XI4SAsWc07fU6Y5qmrZPetuJa4EnREk6EAGrJmMYe09DBmKIiDnbsztEjM6XMheBggRLgtp0AwI9WMIiBxISYM1ItmMZRD2YWvnGa4KyB7+hbeblctgN+XQNWXdYw42eF+IokFSL/hO3z03XF+adHXNeI0NphVZA0TfTtSPomi0WgwU9s7W//3S3PsOGEm1uIXti8kTJKvFHV1EaV2E+c9u/b37doy42TJvu/338OMR1r2vjuyAVERuc9htHjVz98wGHoEJcZOa2IKeDy/AQUOjL300A+n3NABZy3sK7DVJo91a2aRguz4icNCubyXPD9d+/huw593+M6r5jnV1xnRhzMz/ygY64IAUhRMK+M4kwhEsMRLrucGDg9bXNRbzsFtE3H+NFGUbnO142OlFJCPwwQqfB9D8SEOURQ116wRWuqIasRA9FROGtRqpWby06JtK1QZ2UhiAi63sF3frO6El2sJe1mrY7HgooYV12W0RR2WZYNO2bn4QHtojO3RgT2rdEIiubmsy/njEDT6daN4wZAi2GbIATeDzA64tlJbdGSKnekUYDa9hyEJWCQ1sBlirR8EtGl5N4tO8/oTi5C6FrtXc//TwVoJrclo4jRIsJlzdDTZSYiw00jWqZQLbQn06e/vQ5jBJKzRl84dTxPMK6DFYBhcALJwLwsiNVgnCY62/ReC5TB6XTY4kBE6g7LgPe2VZPpLTGzo7ekGBogo1SEVPDycsbxeFSFErXbYV7gvUprRUlLJW/QWt952MIlV1XHdGuA9w8nnYIM5mVF0kkDaJMNcH694HQ6wjuHzpqNJnSd1z+9KP7b3/wCZl2EbUzYt787ReWW99cKwO5s8hYUtzdfx9a8btA5FR/YRu8tp/em6DU+GnRT+oceb8ZvZ9FcrG5pNNtYYBiDOg09vnt/j7vTBOSM+XrF56dPsNrFotBcwDsHa70C/40AzJxpkwRGg7tyzgx1bxdQocvI4XjA6e6kAehWvQQTTSMyO7tSAr0NjSWvqwJLSBDXQbJBCgW1ZoaXa5PSLsq744haaDmPlLaNfGtl2oHTRiIWEhJdq15Q87wQlxJhxGeTcxoSeZd50fgF+aroGBQxiIU8xFpoNUZFhgF0MddAex5eZsOHWxG0yldskZXOWRyPR33+xKXXkLYlBusuFyQpg7k/+nPahlh0rGvXUteZffRVgnc7NL33QKXLdCpt0tif5+2vvu83az3fdVwUidnidrnlrtuIXVGQi46AIgipbbELOu/hvYU3FgBJ6MSxuw03rEbw/HoFrMXDYeAm+Ob+2CYlKIXJqEuRVMprLQDdjBsncMajqwZWKpzv4VQRJuA0A4V1dtMS0sRaJosRv43Q7TBsOGstLZ2PdLRxHJU10TKe6TFqteC26a+ikUebKkq2yW2aJizrFV1nUIvF4+MLcmVhBqiAyiljnlcMfYfeO06bqv2upbIj/8bjm0Xx9fW6b+z0QSL3noC232x6Eeu4o4eWdo27OsHoxbtfYOkrX0FSJVAIbt8mnr3dEO8bz9u/258nL25RHtWtHZe1PG2macD7BxoveCt4fv6C58/PyFHgncPgBz2BtSMpcQPdrfO4Xi4wws1qTBHOVCxzgZO2DdyXOICgikFIFa4bkWKACLsWa8mxSikjF24xfcM20cEYg/l6Rd918FmwrBEiNE3IVak0oB9fzQnWCYZxQs5BR7lGP8obdpdzhnHqxKKv6aqmu953OBxatjczjWOMSDGiVHahboNDdpMHEUHNGTVnjH2vyXZcAKwhaBefb+R5TJ2DFpW2PIFKvaroZre+TfTjzzLoOhYPGKM3A/Hs15QgAA7HI4OltGtrHVwzXOD1sR3J2/XUDoz2aNdb4xi2gsCbrGyvBYBCDvqZu50RUXUpaK1B8R4pJsTIgy3r91hr5EFX2dH33qn7Op9jBoite25Vi/67kjXKQjv5Nr43ypH3u3mCMbeyTGUpoKLzJ4Sk47dV9yrhOC0K9xgjQCWntcH5jaB/vV7JR4wJbTKoVfT5U4XDyQyolWXHWotqtcnS5oJFEdvz7wanr4s3RqMZeUdNeNd1arJstknWGEOakLIgnFfpIzxqzVBVyR99fBtTbHw+Q/F6CwRvT/4NvQbYeH0Uu/NP2p9t/8ao2ad+bcHX2+G3xa1FFfBn6obrDSVjtyG7lfG1EX8YBzgFiI0RHA8THu7v8N37B1jJeH1+wvXxM1r0amd7ml6qZjgnjpGuc2pJxM4irAsA4KraS+fZoh9P93jMCUukf+R+wwhc1+GXz4/49OEEh8YDpBt2iBlGGEh1Pp9hxGCZZ12SeNx9/z2C9fj57160G8nEu9TwwXuPGAKsCMbDiDkUoBpAt6w5JU1Xa9I1FvPLTKunvu8xjhPGidnN8/kFqRQYeMAzElQ3QDvnr9DuqxUUVI6ifdehlEwzDC0IIpaLIyPoOhajqjhjTHlTlDgNGcrKqylo8kVy2uikTqyxSeFMzZh6Bo8lZ1FAGglpWvxeG2vBcWOcS0KpzVzYaaZ4wyr35U3DBNtji2LwVJe059OkbVkLd3Nib/ZjBQLa0fPA60aL3EWkRPeiNi/lUnCZF1WIkLUQAm3n5mWG9x5979F7aqVDhJpRyFYkyWojc4Gu5No9muZGRAy9dXBSAYiB1NTowpyOtIgCLVIACp9x8WGsJena0UaudWK7+XKzNwNJ+Jbfgz4ffF5Z378W6UH2Ar8mRirb7k5HNIf2GBOWJSKmivPLGc538J1HygkxRNRS4XtGhnjnsa4B4smeWZYF0zigVac/9vhmURRrti+/1bm2U/Htyb1rS5ufHpcMbZuqBbLuZOk2LuHmd2w/72uJXesYdx1r68baDWBEOVIQjOOkPyfDe4v37+7xF7/+FZwRLJczPv/u7wEUDH2Prt/pGNxA6k1XMvphwP39A0QqPn78iGVZUXLG0HkMR24lT4cTKhIO/Qg7dMD9B3x+fMYyXzFfXhH7DnExqEryfTy/wJfmHGQAY5BhscyvWJYFXdchpoR+HDXxziOsAdfzGT/++s/w+viFiwTaR6PTU/b580csYcW8sssc+hEpBfTDoCclx5l5oVntOPSYhmHrfJZ55gbUGExjjxSIvVyu180GrNaEvu/Jq7QWImp972hhn0rBEiMNQZRuVXQZIeC1wWS9vQCJESTFjlOJm/Z5w8WgN2ob+bcrgX9Rc9l01Y0zaA0ghVJFo0RvaXzuNu00fXRlnw2oxZV3VF44vo9Zt9dViwIALPMCYyuOhwnTOMH3Dh8/fkGqgut8ZXFvUBP4M3JhZACENmHcrLvt0G+wxmEauQBKzEASxYL96aRGrAWC/d6C4Uib0u5os08ofD+8p3t31gkrK5G9Zs06F4GRjM26v5RtgeKsUYYDCx2tvYh1rjHAFrtNYoSk9pCxGCNxyEraHKEFlp1mmzYMA0UdmabAvbPo+w6HA9+HsTMALC7zArEW4zRhXhYUIbyRV9Jz1jXAq3mGsxbWekTF3r136LvujcHHH3t8u1PUjuCWXnD7aDSI223yLb/vdkHSimUbr6FFUX6v+OEP/qxWAG/1xsQM+f9Dz4AdZ82WwdB1HR7u72BRcL2QQtRYjLRPMgjLihQEwzjw72pBSeSylVxRkuDx8QuAgnEc0HUd1mXFNA44nY4otWyxAWFhYcFgcHd/p5bwAfPVwFqv+cHUSfe923hfpWQs64IKYDocUGuF09Euan6Mcx5D3+Pw/Q94fzriy+MLHr98QU6F1Bh97zuNamX32qMIMK8Bl8sMK6Af4zDATDpulIqX1xcYVQYNnSM8AOAaAvxAClbve5QYNgzLGLvxD1tnHgIjUu2NRppJhxUpkO5iWqfVdaRP6fKCnpP02BR14G9u6M0ktnUVWyaM4pC3BzI71ooUs3YedEihjX4Hh9vtsbo8KZdTekIVTv0/c04osem+sZlutG32u4cHjGOHWtmx39/f4aePnzD2Ay7X6zY1OWfRWYuYVri+B4zB+fWinR0nAeJmfO+dtZoZDeQSyVlH0UNk12JXqQxO0/eg+YC2e6hURjNsEEGFwlJla1ygxO8CAMYhVy58RFVbFYX4NGgsCzBQrZSw4f4Nn2+cy1xY7KKqpZqXYws+q5WLs77v4ZzDstKObFkXPDyc8HA6wFqLeV44kVXeJzEGiHAUpr9jD0aQrGgaezIOKi7XBbXOlAeCBfhwOCCltN0jf+zxzaKYvrLd+tqIoSkA2inRLsxbbtabgtfG4/ZnwJuu8+ulTPudN97+37e8KWsN+s7hMHU4Th1OhwkP9yc4Z/Hp02c8ffodpGBbuPSdh+sdowHWuH2YG9dPgK7vFXekDVKMCdM08ibSYuCsxRoC1nXB2A8whrGmpkZYZGRjVJqYFVTmAqZ3Fj98+I7WX6i4u7tTZ+yAy+WCYRoRY6Qkq2QqDKDOwmJh9KI1xsG5nu7jltSJ4/GAYRjAJqXg8npGqYmd3A28EMKq1Ki3n13fdcyvWQOMVWqNdCgp4sv5GfenCff3dxrrELYDs2HEwzBQyaFEWqkGzqnywe4GDQTmNUs4JmQdjbhkIl+1PdfCpPftZwHq1F2yarcrXGMRNEzQGOQKXJeA6/WKUoHX8xnv3r2jTMwTJxVYjo262Gg0rZgSsa/CDpSkfo77qewd4+VyhfeGQU2q2jodBoQ1b9hobgsj7Tqd56jnLFkPMdEwwVqDzu0myAIWsHYNFjVfrqXq8ygQS1rMft+8vf9qbQwQEHWW/R42NxDYPM/b52IMTRpKLlvUAInRfN3s3lhY3LbBV6xYSMUrVZQLK1v3er3OSIlLqKyE/lorkwB14XZ3d6dQUgACeJBbhxhpi3c8HrAsGfO8AAL1CaAQ4HrhIXS6u8M8zxtbIei0w+8TbxZjf2JRbEWoPW5HZ9pL+d8rhLgdr/lF2+8AV4cNH6ztw7otguQUbBvthtXsHEazFUPnLKaxx93pgO/e32HsLMKy4pfffcK6zsprZIGIOWMaB6RakcMCbx263kMg8J1H3/dYlsBuQIOX2FE6hEAA36tV07quyIU43LvDB4R1xdP5FSgG06FDXS8wfsDpMKLmFWG9QBBwOo7467/6c9zd9bgo33OZZxgx6PsBfd9v0QAbVthp1Kglwfj15QmlVFznC2K6IqYrSopY5hnTOOJ0d48aXjV3xgDwfO8H5mQk4SdDI1cgpMQiKOR2Ve0srHFASTBScDpN+P67e6DQjWVjBgBwKql01iHEoF37yGKXM4OYrMUaeMC2ZUgz6bDtexUWPnID03bgVoALF0MCW8v9oQKD2JjXcbFtsHPO+Pz4AhiLw+GIZV5xmE6IseJ8foEYqLKCfM4df+Sk0HV+o2vx2myLw92BxxhyCH/3u49w1sNY+gMSW5PN7m4cCU9E1djnQHxzHBgG1TnlOqJ5ORYwWoSWY7YKlhDVZotepY3uIxB422mHrHSZjf2hIzbYOQsoJyvI28HRRvuhH7ZlGw8Lo69ZkFKAQDANE+/r0oLJuCEW4VTSGgYxBk4ZKzFGjOOorkhRJ8sCo1EOjYWAUjZoLYaAUuj8ExM5ps4JvOLK8/VM2zDPrCjWHC5yvO/w+vqKCqAbRv4std5z1m2pkV+bRf+ji+ItKbqBz+3P9+LW5Fla/G4WJm9PrpuRWFfU20rmFifUC8BYAwsLaJSB0ZS/vnN4uD/hw7s7HIcOy+WC1y+f8fE684bfvofAWwPfDXCOb0g39JCacTqdGEIOYJ5XGOcxTPRko08cgV7nBHVgu93afe/dm6TDp+czfGcxHekQbi+f4EXw+XzFb/7uN3hdZ5gE/LP3Rxw6j3UJENdj6kbSNhy1xW0EGPse60psUyqF/sYKEgCzPuK6JpTLC+LLGfOXR0gKGB1QskeuFtPdOyzPP6PCbnk1fefgPEfGEBLGceLPqALf9ailwhnq3Z3vkEuFNQ7OObw+veB6FRzGAWPHrI2CqsFV7A6c95hneuKJCIopungQpMhNubEM1modhbEWvXeUz4HLNwggDpBiNlAeVd+HFoJuqINtm+JWhEJOsFYwLwHjYeICJSV4x0Kdc4G3zP6pEDUKiOQK2l3TuywJLQVTBNsou+GV1ujigYYdMUUgsQCxAweO06RmFyTRtxC0agBRCorvuZ33WmBiTMg1w1qvzAMVGBSHJSbUym1tI+mLsYxMbepQw/DQWnZHKygfkguWjSawuVeLqXC6DNE9KuaV4gAxjFngQlS31zD0OzQNh6e3ZbPlup3kyKhIiiXyc2qQ3K0r0tB1W4dMY5SKovJWCN+fwzjiy9MLQtZtuLPwoHY+hIiKCudpudYSPu8OI/HcUpGQIKjw1sL9U8bnr+kJX4/FrXX+uuBVvWH2kfktnYb/sRfarSgahvRUcGwwYmCFPKPeW5wOIz5894Cx96g14eXpEU8fZyUV71w933U4Ho+Ypmlzbu58j5eXM2pha++cx7JQOE/1BDuWcRxRc0IIK73Yeq+FsGF8YRs71nXF9TrDGIvJTfDWIsQV93cnfHf/HvPf/mvEyxlSEqwbUSH46eMvuL+bYIENmP706RNJqnanqjT3PWMMLvOV/pIxYugHfD+N+PO7D/jdbxLi50/48OOvkFLAL8+vEGPwOgesoeJ+MkBxyDEhRGIq80yH5PPLK5pLSy6CJaxIBlQMlII1RDw/P6HvO4x9h2kcMOkmn+YegXG2xrLo6Qa1gJQJqOFBKewaRPmS7b1u/LUYm22ccjRzhqj5SINNjGm2YdiWQjlnxVodUqqw3qKzXrfsvOizyu1a0HytFX3fKV8QiEGQjJrY5rL9zLbwaHp9bsydGotUzcPeD+5bdQ0a9ll1VC2UuRrFVmv7esMI20RiLl8fgFQSDCo6xVZTShg7g77vCJ1UegVWY1Gbbrxtc5XG1vwgoePzRmQvN+7XhXQa54yGXd3c78ZQWKAvyavPprMWLdkzpYScA0IgzWsc+w13rbVuNnOsFTvs1Xw0AegY7rf7qdai7w0ZEMYYHEa6KZ1fL5jnGakUHIYDQggAaE+Xc8HxeMQ4jrher9vzzaWg7zuEZUGNQPV0CcLN9PuPLopt7m8FrWWb8MXuBbE9mr/h7SjdHl9jhH/4lwFgdHNJOdzhOOC7Dw+4O06IYcbnXz7j07woB0kNJkVgvcXpeMDxeMTxMFELepiU+1cQQsS6rnh4eMA0TVjXFafTCZfLZductg+y7xweHh6QUmIRAZc2rfX23mOaJvz0088bF+94nNB3HkM/4i/+6l/gn//1f4yPsPj314LPv/wCsQY//Nmv8eXTR5zPF7y/vwMAzDONMGU7JVXcr8utlLjtFQHGoUepwF/+i7/Gw/c/wt79f/jL/+Rv8Jt/8//i5ekT/qO/+Pfwz/78L/Hl6QvCGmB7h5yv9NWrwOfHJ8WBBK4bYDR8fV5miLFIOaEKMI49nDOYxh+oiikFKa5YlwW1Z+SqdfSnKympoqFuvnWcKBwAbrx939EJJxHHnOOqfEE1Aa5VOx1Q3mbV8V1xSGPNdhDzc1zQ9NzDOOLp+YwUSP/p1c+vXZ9USrAAUK9NDiOLJSClwjuzbWuN4ouEbRwXcmrD1bKJSsnwFC4jpQznsG24GxdQlO5jLQ/bArqH+45cOWftFk/QxlDvHEKK6Dv6Ar5ZiJQMawzmhfhzSsSnSyk4qFY6RnIeCTu0TBx2zyxMzdHbIdUWLVCBVLYtfyORL2o8S32+cnxFNhjLGGKHfe8RQsSyLFTfpARrnN76jUFgtoLYOLKlFNW/CwA2GLAW1+uMw2EiLOIIi1jf4dPnLxrnqkKJxk1VfXqMEU9PTzgej3T3gqjm/Yqh71Asv8+yhM3J6E8qircd4b4wKV/9/81CparDCd6yCW8LYmuxb39vFgFaewAAIABJREFUv6y1sMIAnB++e8D93YRlDXh+esKXjz/xRkHdRq9aC7x1GPsB4zTgeOTIZMUCVbBcVzy/vCCkhIeHe9zdnRDjio8fL+i6jttN0wKXZANih37APM+4Xi//P3tvEnPLdZ7nPqtWU+1u/u40bEWKCiVZomQzdKj4RjFsxzYsR24gxw4SERxoGgRQBoE9s3FhGIgz0cDBBYx44AwC+QbRIIYSAe4EObYakpJJRxIbWRSb0/3N7qqvVesOvvr/c0RRik3nzlwTHp5m/3vXrlr1re973+edeiWTOHWqds4rlUtHR5wLV7tWGslxMed9jz7GzZu3ONjb553veYS6aWjbhqFruXzlCrv1CcfHt0iS5KJHySjABR2JWyZ2MbKd6IR20g8cn64IfuD6tVd55/e9G+scfa9YLBeUuw2jUmhjOTy8QvCK1ep1xronDH6CIQg7UDScEqSlTUTXNcQuJk0czkQwDtgoXPjRh1G2m3K3T9+5l75WnhX0XUsIXhbztiMMkuusQsBzu88cTRBcuO1D1lOP8NxKeA61OOcNyrmGqqoJQaQpzjmMMSRJctE0b5sG6YZJ/8xoLeL28VwCNv2cqVKKlDiJtL69HRb9bDdt0acMbjNNpifvslQ8ZkqZk62ZH0f2lnPiO4TbfhDXRzEriKdqSK4d6ZX60XNOPz8/p5yL2YNn6Hr6cRrDE0hMPF2fc4rZjLPVBh1BkiY4ZydkViR98VG+n3aSomRZTjdln59rjc9Dvfquu+iXi6g90A/nDMiJaxoUoxccWtc100Na0GRxbLBOQ7BUVc04BiInH0pP7hWlbg9tzyvGcRxp23baggtf0o+jyMf8SGQEM+esZb2ryYsZm81mqsIV1ko1GcJtl1SapvLafiQi4nS9IctS+mgUGr4ZqJuOScj51hbF74yX/M4t9Hm1eI6uii70UfLkFFyVnNxAkGpAWwgiVTjPTkic4cqVA/aXOX7wnJ2ueO2VFaMXe5xGKlXrDLOiIJ6eMkWeTeV3T5Y42nZg3fT0XQdK4eKUYiYXeJokyOSwF33YNNFUsZt0ZX4il8gEWkURTSP5yqLFiyYHgeCrugnLJDfxVDUpTV7MuS+fU9bgw6uMYUXTVLRti7MKlyTksSa+6OUFyrqmH3t8L97yaHq4+HFChnVyccVJwn0PPMg9Dz5E9No1Tk9LdLzFXYiagRBx/9vezt72iKHv6Ko1L371y/RtS1HkLA6WtE0joN8Q2F/O5SGFom1a0iTGWMd2V9IOo4S9jyOR8tSjZxxburaXoCQl4e7GWKzTNH2PVdFEQFZoEFT/FLyudJhM/PpiWBK8ENojLYg46SGLRzhNU+LYsq1jbt44JdaBPE0xVoY3212FGkcSG0tVpcVo0E3cQSIlAVyisgQC1igUZqoiPda5qQ0iw7dIjUTG4qwjid2kr5SkSaMFX9V00ibxQ0eRJ8TWYa2hbpppB6Nw1hLUSKQhhOg2/Uefb2eH271vF4uzxUt1ZJwnntQBehohS2C99DbzIpt6+/5igIGCtu3o2oGuES7ifJajCFw/WVF3I6H1TPFqskBGQl7q/IhnwCgNymMi0XBKKF04L+axU3tls92hUBQ+u/3QCAEiBNl1Z0U5beej6LySjBjCSNW0+LGSXZOXSngYBqwzE8NU0w0jbdfhm2bq8ZuLBfUCvcft/iZBQhbGMKK0Zhg91kuK4TCONHjWq+1bXxTPF77bFeN3LooXLcI7Jsbn+iyxMI53DE+0oMAIaANp6jjYn3FwcEDwnmq34dVXXmXopEE9dB1xnKCUZrlYCig1jNN2tSBSinQyxve9o+kDvQ/sdhuJPR2DBAMNMS6WVLK6nsjGWjP4FmP1xXbKWitSm6ZhGAZRwGfZNOmWRb4fBoy2bHc1w9BdMPtW2x0QuPK2t9P1nm4YME5TzFK22zOqzSnHN28RRZBnjshazsoVo/cMQ8/xyQpj3SStk21ZVTckzuKspWpqFIrZfMY9996P9wOJc2TJcDGRbJrq22RARJagJD2t7QU4e/NkxaaS5DwZFsFyPkMyQSKMFSRT07X0fkBFmrZrgUlTZ0RSEifiXR1GT2QifBhp+45AJPZBLdEMfScPtTR1EAJtJ9uyvpsqJiV9MGsto++ZzfKpTTAST4DTMXjaQbGYZ+zvzzldrQBN0Aoba0l5HD1JmjBfFOx2Jd0wEE38PWskFF1FEUPX4FxEpCwuiYmMYvSKWZ6SJkJLT+OMKBpBS89TK1n8/Sjax9Vmx/7yCO97ojjBTlvD8xS9yCZoFRjGXmyXUSTnRWv0NHyItESPnveVIUwWwSkoKtzWXg7TgqS0FRslyFQkiIxo9D1RpGiafvLPR8zmhTyUpql8lqZYJ97mWzdXlFUtPy9AmiY0bQ0hoh+lahTitbiQOF98I7knAdILglJ/MfWPjFhVIy39vEjLtTQE6aH2gxQj4yiUm2HwJFlK0/mp4FGgb8uPtFY0jQzmuq673ZMkumiBGWOo6/piIDyOwugcx8DoB+IsxVo16VsjijwnjvO3viieK85vD0mi25NmJU+Q79ATvqFHGE2yh2jyPWaJ5uBgj8ODJYSR7abi2iuvTE1j2SrkaUaWxcyKYnJANCwXC6kaJ51TNzX6t7vdBNOU4CtjxImwt7dH2zZ03UBZlnR9hIQ/SRC4MSK7aJvmAjUfTVYloyMIkcAqY8e5P9uPsiXabNb4IbDblaDGixjHoWth7Am+pt6uabY38e2Kcn2TcnNG11b4YeDspKVpe9FthUCWZQy9x5dSlSaJpe1kOCLT8ASjRZEfRdA1G157+euU2w1l2bJdH7Nerenrnq5v6LtO+mphlOlz24EfaFoZEpUn1cV5iGOxHjpr0MZS7ioZgoTxoipGiRe8LEtCGFkuF/gAYWzFQhkbttsdhOjihijrmjxNp0GEoSpL+RkTj1BM+SK0VZFoJ/MsZVbkdF01yYQCLpedgzWKxSInjB111fLa62t6H1jMUhGjG/m8q9Uaax17e8uLLeW5B8a6GD1z4shQhrIq6VqPjmLyLMFoGRA0TcXoR5LU0feeZqzEB67EFhMpzaZqaOpKFiYdscgTbOzo+5E0j2HsRLyuzaT5u71tDCHQNqKfO0e2lWVJFmQnY43FGDv1tGsR8k+DjjC1cwbf09WSzWKsLP5pnIh/feqPj+OInSQpdV2TZxnjOHB0tKSoUrQ2dH1P33cUeSYxBOMIjDjj2Gx2dNU49UHBJIlwIKOIbvLUK86F41oeongBI48eP8q9qqMIcx6DHAWaqmGESXytaLuOPEtRUSBMsbuRiujbZkou1BeuKe+FPn6e3dw0zdTaOO/7AkQQKdJEOj5+FBCHsQZrbmuj39KieKe3+U494m394rcPSibT1m3pThQRlCKNDZcP97h0uIc2is16y83Xr7Pb7jDGsJxn7F85mhrumt1uizOWpqqZL+csF3O6VsSYbd9xfHoCY5BG+ySrsVqTFjkuTlhtK05PVwK1jR2HhwtcLFVm03RstzuqqqTIkostzxgCsZWByzj1ubTWNHUtgt5umGCYHvCMPtDWUkH1bUdsDc4GomHHN772NNdff5WmaWXROr5OVe24fv06ITBNHiFPLXuLOW3dcVLVKK2JE/FRp1ksPVoVsStLrMvx48DhrGB39jrH1yvadmAcI25du8lqtaNtO6mEkYfXGKCqK5q6Yej81P+x0os7zxnpB05XK7Jiho464jimrSqBBvue2Mq0tmqkQkAF+tMV5zkjWRKjqlYa/3HMebaOdXYKYw/iJNGSxTEMHbPZXIYCPsgQyI9stzVV3XJyuiLPDUrLpH+9GQT3NQzEJiEKI7PM8fr1DTbJ6SZS0ND7qS+mJWY3UiS5w04uD20nPR8j3g+0bc1sltM0Hccna7zPia2TgHnj8USs1jVFnqCdZ122zGJLFid4PKerUoaKo4S752l8MZV//bXXmWUJ85k8FJq2k2FH2yB+YE2cnMvEJllKnNK13aSLbRj6Fj9VZb7zbCp5vwpo2hYTWQKetm2kLeNiFBGJs8RJwnqzRWuRT/V+ZH9vKTEYE8Eodpqm7YjTBO8dXedp6o4kcRR5TgTM85z1bkdASWpg11M1LWmWMQSwkRZrnTGkiWPu0inzS9oXXT/g/Uiei2phDJ6u6zGRRhlNXbeUZcmiyHE2klCtpoHAFGbnp4XaXww6RUEQT9X0OW3pzswlTzTlslhrzgV/oETNcenyEa+/fuOtL4rni+Ht/6rJmD/eFm9O/mY1PcHOoa2xNRwd7nHpcI4xhmpXcf36aygPOgoweNIkZX9vRuws3g9Cpkli5rMUCHgf2Ox2HJ+eMPTnFOCIveWeTJQmLJT3niEExqmBHVtNXQ64LEUrsM5MTxQ1XYhT/20qqWMn24WyqhiGFmdijNF0w4AaJTVv6Dv6vmO7LVFqpGkrFNDXPfuLBUmkCMNAtT3jha8/y42bJ5KYtmvYrEvasmV/lrBczGmalvkspm4G2nq6cFJNmibMiow8i9FGUFd9N+K04LeE0jPw0ksvcXJ6RtME+q6n6Ty7qiOxRh4IqxUilFcsFwWxiUidJYklVS0rZlRlSdv3zIscoxU9isRJmHjT1OQuxjpLuduRJAmp1mzLSlILFUTG4GKHs6JfbJqBru/w3si2xgr5Oo6EAZhlKeM4smt6BmQoo6cpdVntQGsBFOiIoAzdMKB1YGgbFCPDqGiaUm7mrhEac98R5wnOagyKw8MZ128eS0YLEIIithbrjFQSaJzTiGNGbj6rIpZ5TBxrdnVN04vf3SUWmziiEIitI16KH73tW3El7RUM3mOslbxjHUGQgKnZLDrf3bLZ7uj7jjyNGX3E8fEaIkuapsxzJ73xKKIbOpIkvcCmKTVFpgYZQBTGkVhD23Zo7RiDwrqcMHqsjS62rn3XY7QMrqJJ1O6co2s7NpstcRJjnSZ1Fq2ttHmUJ40dXeqoy4Zbx2c0bYeLY/ZnMZ2HTVnBiNg1s6k940eW85SqbtmVLV1vKNJU7v8kIYnlPqtb2QIbHXGwv4cfA2XZkMYx8yLFTW6aECBOUgptLgAtIwKpHbwMppq2Yxh68jSX7Gsd0bQDZV0R2oEkjum6fnKZiarAjyOjgqpupQf9vecsqDd6jO883vbg+8LtPuFtLzN3bo/VlFQWGawN7O/NuHS0j0siuqqi3pVTiS3w1qaqmc0yrHXcOj6bxNSi0pUoz4g4iQkKVqsNcRxLv2KSL2y3W5JJRK2n93Y+yTwvi9u2oW3EhpakMXmeXXymc51UP8jPM0BQQWI1B4+xGqPEfiTSC40zEdYIJr3vOzGZ9x4bp4yhQwUh1hA0q03JZrvDB2jbVqxLecb+MqX3HW3b4ayE9hyfrciLgiw1KIQWE0WO4+PVBUGmmGVoPcpAKrJcu3FM20O1q9jfX7Iqa7I8xkQjqYsh0syKGWEcOd2UpM7grGFblliTMQy99HOzBBWgLFviJKZIHd3QUbeB1bamrmqcs4x+IEsTyrpGqYiiyLDnze6m4fLRgthqylK2i10rvVz5/D1oSeNTCtquZ7OtcE4S45yxLOZiG6sa6R8fHS4Yx27KHRYPcdcNzLIEPwaaXmAcL79yDRVFHC7nBK1oygHnImxs2GxrdCQPBKtFhmOdyEz6QZwPo++nSiTGaGH1bXcVPsBmV5HkM4osJTOC63JxyraqpYURpF8lbRlPUcxZ7hWUpYAz0jRG8BdKtq15jveBqm5E0qJl13XutFBKMGmEgLUOa8VPHCYJnASc9ZObJ1C3LSB+fzMtHmerLW3f4oeeeZ6KnGcMREYeUnpKEmzqBhPLDqutJYPHWX0RT1BXQuLp+17Ardqw3tWcrtYUaUoax/S+pe1GZnlBlmqIDK9dO8aPI3mW0tQNSeLI0vSOlok4WsyE7RsGkShpHTEMMgKz1lFWNQd7M+k7DiN10+GMkcl+mHiUfsCfN1qRvmOcWJLETZHAFhVxYWEVqRIopVmv1ySJ4z9+8v/9rmLF77ko/r13Pnbxh3dWjFpLCLjWhsRplvOEy5eWLOcFXTNw4/otqqrm8qUj9vdymqbl9HTFbJYRJ1KFtW3L0I+stiWRgsV8xm63ZW+xEGjANMxpmobdbkcUKeI4uQAaiLFdfKl+HDk7O0MpxWI+I41jGfKMgrDv+gGZoI0Mg1xcgxcHjokUOgLnLKenp2htyPKUsqpI0pRFkWK1omsbnLHTzxw5O9tQlr30ioyaiCLioBACkuCp8lyqXqOE6+ZDoG0HEieN86bpsNbBNH31wLaUnlZTVRRFITkWfU+aJvRegs2LLOZgb8FfvvgaXec5XM6ZLVNxByCN6appSZzgk9oJcmGmKXM3BNabLVXTkucZe7lFoblxukZpQ57ltHXN4cGSODbcvHVGnGYkSUSWpkQBzs5WxElMmsZcu3ZC3bbcf3WJ1pa6aemHkU3V0Q9QVo0IdUGS4qZraT5PiZTkt4wBijwjQmyDSZpQ1iUuTtmfZ7RNg5+iJHzwxBOcox9HGCOauiVoj1YRs6LAaLkZCZqmrZkv5uzKlpNbx1y6fCgeZ6XI80yyiFFsdzuMcbQ+QuuR3GqUjqi7kV1ZM5sVskWNoasrht6jbSZuKyXI/3NgRTylE/YTPajtO7FsRqL/tU5yRc7jGRSRgEGCQCGCn9Qd+OkBLxPn811PpDxD39FUDTdvnYr8J7bSMhgFeTcEpngFI4mCvWe13QpnchAqjbwXK+xQpLUzeE/VDqw21YVmNk8T1CSJ86OmbnoIHcvFkqpu2ZQlxrpp+yvC7DQWmdcweOwEvkinPuiFNKfxF5rMqq5IYo2xjoCmqjux44aAs0buV6MYx+jCSGFNgjag1EQhIrqwTp7n69iphy4GAs3//YnfemuL4ru+7/FwvhCeT2xNFGE1zIucS0cL9pYzqRR2Emjd1B3bbY2xMUnicFaqM2dTrJPKsh+EfZYmCd0wTNsL8UiWVct2uyN2loP9+TS5EjHobltK2LyOKIpCJmthUvFPvU5rHMGPoGTiVVUt62kynGUxeZ5ilRKh8ih07NW6w9kIbSD4wGyW4AOkSYaJRlarlcQDDPLkreoGP3QcLQuCH0TDp+DW6RYbJ2itSIwlz7OJtyi9F20UfddibUyaxERG03uPs24ChcriYGPp+TVNLZ+hbOl6IensL5eoyLO3zFnMZxyfbjk+K+mHwKXDBXniaJqa3gcibVEEdruasu0J48CVoz1i63jp5VcZMewtchInE1wdSYD7GGSCpyPNcllgNKw3NW2viJ2G4FHBk6YJZdWiVKAfNNu65GiZkqQpbduRZBntAM899wLrTcnlowVKRdR1K9vEwJTnkRA7R9k00wNEZCJ1XXJwuKQua+p+ILaG2CjyIqOqJTxttpgxdAOLeUxVDuzKmsP92UUutpn86tttyUhEUeRYJ8xHFcSLLYuCoe16truSxWKJs4YQBugGumGgbEe6YSBJErSC2SIn0VCVFSGy9GNA60AWSy+474VfqSNo+kHuGyNtgTDJU+qmxY+evb191GQFbNtG9LfWsN3WMoDJMpTStH3L5UtHMjgKtyMWyt2WgCZJnMQKDJ4iS2gbCa/Kc4GZMHpMpKnagW1ZksYxzsWUVYOx0mIZvYCiN7uKVdUTR4o0jSdNbAcEnIlYr1uaYSRSgXmRSZsqtpyudqy3JdZq9pZz6VsPIyOSbR6nKUZp0sxN0FiInQOkh+0Sh0IGNNYIQWpXNhdRp+fWXbGgSqBdPwS0NjinJ9C1uiD0JEkiQ95peCr60JHf/H/+43ddFL9nT1GbGBvBLHcs5xl5KlWPVoHFYs7pyS22Jz3HbYfWEfsHC4qsIMsk+L0qSxKXE2AaOsgU2U5TpKbrqBsJ7QlA03aUVSXDgCwR0WMv/s6uaymKTBbFyQLYTvRqybEQPFWUyJR58C3WRKROkx0t5Ms8F9GGnqFtiSLFa6+dUrY9lw8XGJ2yrbYk00AihIYwQtuNvH79jGHC0xsND957iXkhYFeAuhs4ODzgW6/e4O67jtibx3gfWO7PCMFjY/FMjz4nUlCVLb4fOV1vQGlunpyxVyTMs5Qb37zGYj5nNsvYlTW7XclyuaDtW6zTzGfzKQ/HcrBc8vq1Y/LZksQY+gmpFPUDX//Gq1w63KetK6yxzBYFRmvqpuaBB+6hqafIAWuoqkbkLGXJGGB/f0/sUX4kaEWepZTHa5raM5sl7MoKbQSH5oxhniVYp5gtZmKZTFKZFpY1D77trukJDJtyR5HHOCvN/W+98ipJLP7hMApAoW0qosiijUhVZrOcPIAoVxRl3bPdNmx2NZuyITGW2EjGcZ5nnKzW4nXuB+JYerV2GqJdu3aNNMvl4ag1NpKFefAKbWPyYjEh8B2gOdusJGiMEc3I6myFc/J6Lhc60cmtUzZNw91XDmkGT910GBcTx4nkFfvAalMym83I85ymbej6nsXegq5raZsdYZqqGgNhGOn9QOw0RbFP07aszlZ4H7E6O4MgBofNZsd8PiNJc5HN+B6tDbtdLbslJfa7EBS3bombaVak+NEznxU46+jbVkAMTU+sZWgh1WxE5jTzPEMRcM4wWmEDWGdIs0B5tiHNU6yO2G7WqFLO9eAdkTaU5Y40SegnETahpW8bvNaMlZfEvzjF6ZrF3gwTOcbB0/eiQczijGEcp7A0yPKC1Worsh8rhYaL7cSCDBcpfYER66SdVlUlAFmRSaEWZxfxJG9pUbz/0ozlPGd/b852fYofp1F/pGiqHXlWMI5MT35YrdYURS68s7alyHOxEg3TMKEopEps6osYyuXePloF6ko0ds6KqLeuGnQ0wT6tufDAnmuzwjgIqXoYqTv5ohQtKgSSJCYg+a+pc6Bgu93hvWyjxyEwL+Y0rfR7kiLCWWAcOdjfJ4QB52KMFYdO148Yq7l6uIeLBWAbT431yMmESw0VfdNy5WiPK0dLRt8RRhH71k1HnDixIzpD33a8cmvF2VYYh4dFQhZbAhHapSz3DG1TUZUibL/v3ruo6pr5bM4wiEuhqjoi51Bh5OqVI6qq5sbxMWmakISYNMu4796rxM7g85S66Ri84daJVOHj2BAZLW6brpdEtBDIiznbXSkdsSjidLVhNs9lUljVLOYzAmBsLBWP1lOcqqYocvr+toPBOgeMZGnMOHbUVcduO9D1LUXRc7A34/3vfYh+8FRVg8LjjKI42MdaJw6h2BAp8fmmuePm8Y7VbsKphZHUZWitON00zGc5WeLQUYF1dupBl6w2p8xnCYvFnLo+xZiEm+WJ9JC1PGTDha96srJFjiuX9zFpgolg7DoioG9F8nSwzGi7FuMseZHTjYG2acjnc0KiaYdBtHVxDCoizQtMLALzKNKkaQzB4LRiGBVMIU9926CMJnhJ5dORtCsIirNTUU107UDsDif5m5gRFCKFGvqeNEknTJlj9AIAGXooioKgRAojO0SFsQ43RgxDjzExbS9SsTjNiJNw4ccfvJ9cYOImscuMIhU5V9UE8vmc8Xyrrg3aOOI8hxAYfIszmuXly2LgUHLdnXvcAxFN23Pj+gnLeYFzCVnqaLoe1EieZ4QwMHQtaSyMABVFjMFc9L6F9h5QWgjtUhgLaSoAddWgtGdWRISxf+uL4v7MMfqGqhQIZZw4sc1M4UYoRd+PBCUKcmtjqqq5KFu995OHUqCpbdvjbIwfJMfh9OSEKILEWWZ5xsHeEkmiEGJI3w1kaU4URaRxTNMIGXogwNiLzsmZSV+oyPcXrE7P6JqOkRGnHWc3bxAZidMUBH/HfJYJkTpWLJeOs+0g8hFksQ1BdJB2wvA7G/HOv/c2sjTm7GxN3wX0ZGVa7WryJJ4yjhXzxRytRup2IE7kfAwDrLcr5llCbA27qubqQTFdMCLIPrBwfLbhxvGZTDGzhOXeHvNZKpYm35FlBXvLjCx13Lx1xgvfvI7VcLBXkMSObhjFe2wsXd9x+WhJpC1l2XHtxjcJiGZvvshIbERZt2RZirOWk/WGoBQRHft7S9qmlO/aj2TZjNl8j3zWTuFBjqYfiYKnHzybXcW2rDGTxxgC+fRU772cp9hJH7frO7TRGG1Zr0qWywKlDSbNWCQZsXMksZW+5YVnOcb3Pf0grobtboeJ1DSVj1CMrHYNI2IMGAepFKwTPFqa5cRJjIosNk4YvSdLUq7fPMFYw+hbjFVTk95RFCldu+P1ay1JkpBlGbmNsc5zsG9wTjzoZT1RcBhZzOckidBZ8mJGPAaqcod1jhBpUPKgTZyl60RG0/elgD6mvGmlFF0vbM80TdGTC0iAGYEsSyiKlKpq6YaeLJcExhAEftENPXEi2Dbpn5+HhMHesiCMA8MgDhMz+dX9GFDGkrgYHyS/XLtYHF8KJKZYYyIhtkOg6TqMkQyV+WIpAu1hQBuNcynOJaw2WyZDEYvZDKVGNtsNs9kcHQWMVly+tCSKJptgpLh612WWiwLGkbYbOFutsS4hoibPLX6crIaDJ89yRj+QFynW2GlH19NO8bTx1Nc9z1YPRFOIV4/ib8FTTLOcfhgo65a261hGhnZokIhQLT5hJwr0qt7ijGFbb4njVKrDSdVutKjOI6XoQ0uWOsmbnV2dsEGw3uxYb7fkiRPDt1IMfcvqrGO7raYPKGl5RZ4wy2JGP+HxJ9H16vSM1emaYQwkWQx+RBHo2k7Iy6kjyzPG4FE6xsWKURlONxuKWUHfdGSJw4cRFRTjMFLXLWnqSF3Edr3h6y+8gjKOo/2US4eHtE1LYiL2lnNsHEtMJRLpeOvaDcYxoixbXGzIk4xXXj/mZLXj/rsPuP/qPrfONqxK0Uwu53MRq3cDV65com9rRgJNN0BkxF0RGbwfuHR0wLZsGYmw6QzUyHLpWCzm07QxklDy3YazszV7yzkwcnCwZOhlwZ8v5/i+pWsHht6jMqERjX1PICKoiKvT0z1JErI0IwQm/G52AAAgAElEQVQvbhobYxX0XU/VCnTDOk0Su4keVOFcjO8GqlLcEtZa7r6yx2xekMTywNiWO9CKfggcLOfEk+wkTLKptmnofY01mqresbecs3+woK4b6rrFaOmLjiOUZUPTdURGUFXWxNxzd3Zh8WzblruvHlHuSkIIXL16xND3WKM4PNqjaXtOT3fCzTSacRjZrNdUdc1aW6m6/UBUVkTaMKpo8t9DCJpdKdKjYi8hnVLx6qaByRxQljvKjUQRtG1N10pv9byn6YdB5ESjmuAknhAi0jiB0OKcmTBtElPrkWGiCtD7IPedv50NpFRE37fExuGDeN/PBdt4xXhetVUlSRJjpqpUhNFhugcHhiCLtpgaoO17Wj/Qtv5icKECOCM7u52vWcwLdARt03Ht5i2Wi4IhKG6ebZhnE41qIuIYYL3d0fcBn1uKNKbrBpqm5fh0y+HBPqEaWK/ELDEr4olx6qkraaspRA/rnKUsKzovhJzB96QuEXyY9ww+om+at74ollOCXJbELOcFMEr1MHmTu07G5YFAmsQ0dUtsE9qqpm471ruK5WLG5YMlvQrkeY61oLSShnWIMBquX7vG4D0jUI/SbDbaiDA7UvR9i9EOhabvRmpV46LAMAhpY3NW0rQ1e3szFkuZdvuxJ9KG5bygLFuIJLdjs17hgSEeiBNx1WRZRtv0pE5jrcG3LSGMoDSzmegsh76laRuOjpaYOONwmRMRuPvKFWwsWSVKaTbVjsFA1Q0sl/vTl9uRxSnbbc266jm8cpW4SNms1swX+1w/PqWuG+L5HDuFHzVNQ1FkNG1DXfeUZcN8tuBsXZNnBmc1D9x/iX5U3DxeMQyeoz1pbC/mBc5ZttuGIg/sNhWH+wuatsMPYE2Cs3bSfimK2Yx9r9hfLmmqHevNhnw2hyBP9DEIgFZbwVeF0ctrIY37xAg30ftA2Qy03cg4anzX4WLDbJ7SDy17+3PKbYVR0LY1xhlmkeSOGGswWnSU213FdrfFTbq2RJsJ9OApq4Z2guI6q7HWUaQJdVUS65FsOaMZetpGCD2JPd8+DkTALLPM833W25pNWZPlmbRshkDXSPDRdlNhjWM+z5ktc1brLeuzDcZGxC6e+nJhcjn1zPKc1bpkVBGd97x6/SaJs6SJ2EaL+YI0saxXa5q6le9mt8FGljiJcbGl7UExMHoZTCY6RgFt07JZbyEy7O/lk41P4VxKP5GsJWnS0/WiSZQhhUEFROM3eCItNsvRTyFqRtO1LZGV3UNb10RxTD0MpFlCGKeCIEmmTJaIqmpEEC3SAcaxxo+SX64IskMbpAco+d0C851lGUYLSb7ZbXFGrik9fYdN5wnBYE3E6ekWXwjG7dLRPvO2pe8Hjo93RJGhyBw60jRNN0FBMkBwgG3vGboB5xJG30+AC7lG/AjaikpEm78FT9FZy67ckaUJ3k+svUEmactFAUF0XpJAt5Ohhx6JEsXoPctC8PzHJ7dklK88pAmn65ahu8HhfiZToyTGAV3bMfiBvf05XdPifcduI30sHRmapmV1esqVS0tSZ2iRxjQhYhEvJv+l6CVjHbG3nDH0LeM4cHZWctflAw4OD0iSc7eIVKN1XVLs72OtF4E0Ym2rmhZnJby97YSucfnSIeMoOSRZltE0kk2SZil11dJ1ntB7YmsZvWe3KdnfX1Ikhq4b2dQtOvS4KCFLEl67cRNtHfvLgraRvOaDgyVJothuSk5Pa+5721UODjx103N8ckrVJJMKTrO3N+PoYMG2rEhSoQoZa6mbHd4rkjzFZQUDSrSGdGhtmC8M3TDijEVpSGM3ido1e3sHEt0Qi2BZTbuCcpq6b9ZrvHI4oylyRxrLMGy12aKihLoW2ESWxOwV+QTgyBgnGgtKU20b0OI+0DbCakGYna137MoGGLly6YCma4mTCOMcc7vAaoMP0gbJ83TyENekeUGaZSgFN077Ce8WY/B0o6epK8l/QUHomeWxIMkCdG1DxEhsNcnBnLYXX3ZZNaw2DYqYo0tHBAaauieKImaFpMKFYCnynDybcePmMevVhoDCpOm0CHnOTk45CUId2m13pIkjzzMUChspunpLWXkGApqIJE04OVuzmBcYa0h0xGZXUjYWHUXSP0MBspj7Kd87dmJoaOoWrdS0gAmTraklEK2uavppB2ed2AdjZymrBh+ErThJ30Up0MhAMk0TXJwQmejC+TVbGI5PN5SbHXddOaBpOqYghQvAbDpZZbV19Ks1l472JxulxzlLnif0Mbx2/SZdP4h5YII9WGtxxrCYFRRFThwn4DsG79lsSqy103RZ3vE4wma3w9lY7r+gaLuWEYWzMeM4iKc++VtltLQc7i8gBLabDSdTI99FkMQilFyd7jjbluR5ziJPyBJZDBazHMVI1w/cXFUUecr+LGNbNWRJxGx/DzX21H3L4EesSSnrnsU8p+tarNF4pciyZAoK8uRFAmqPg/05SSxPnrZp6buRJI/wvaeuOtI0IbaWru1F0IkiMhl+DLjEUTcdWWIBCdHuWs/JyYr77j2i6zpp8E6Sh6aRjBPnMkRtMbLdbIgP9ui6nkgr0iRnGEQ02vYeaxXGgB8VvVfsqpblPKVsarZlcxG9WOQJb3/bPXzztWvoSHFwsM/x6SnOWJbzHKMarMmYz3P82DKGwHIxp+08xjrapuJstebg4ABjRMB+tlpTN0IFnxcJQ9NjI89ut+XS0QFt23PrZE3Te3YTGOJgURBbTa8GzjZbohDIU5EvGRcTBVivV1R1TZxYZkXOX716jLUW7wvsxLVc5Cl+1CTxjK5r2ZvPqeqSJE6k1zeOJNZwcral7kbS1NA1NdFoifAYFdChp8hTur6jbmqcyaeMZMnoUFGEjSI8hrof6bY1aZGzv1hIVMPQ45xju2vF+ZA5oom64wNsy5oitdgIXG7pfUAXMxKn8T5wutoRT1Vr8JJquN3WNG2NcxF5lpDlBVlqaeoeGxecrEtUCKgwcNelfeEAmoi6KkmTjPWmpGp7qqoRNBuKqm6JdEQIGoVhNi+ITCRwiTFw7eYt1pua2MliZ52jngASTH3IuhvxPhABeRaTGCeVeywym0iL06ZrGpwxdG0nsRxZhnMx1hiGvpMHk3HcPDnh8tEBNmhpP1jk0as1KE0/9ETjuaxFRON5mpG4mH4Qj7Qxk8ZYFJBTT1jsl7GTgen+cikOtUhJsmMI7O8tOTk9FVuflx1gkiRUVUVdN6y3OyEmGQmJs9ZeiMyNkbAsrS0Hyz2atmXwnt2ZnK80FW1pVXVoxQWB6i0tioZAtd2QJjFWw/5iRhxbZnlKhGQo1N3AfDZnbzFjlopPMVjF6Ac0iqGrOVjORfu03uDihMVBikYRxpgsGynrkn4YL4Lli9mkezKWrhsuKCJRpIjTVHzBakBrhw+KzvdEvWDn0ziepEMjTdcTGUOcpKjIMw4jz7/4MlcvHzDPEwm1CYFLh0ucEWjB6ema1bYj0hH7y5kEL03wy7ZtiZOEOBGIbdd7Dvb3L5LqRAokcZhpEnO6XhOZmDSJ6IaRbdkQmZhNVZMkDmNhVmQs5wvRUmqDcTHHZ2sGH5jPU+45TBl9oNr1KBTzPKaKpos7tYw+cOPGCbuqndT+nuVSQKZp26IYOZzLpHhzuiIrco4OljSdLDRN23JytuHy4Z5kPQ8DWZyJpMbFGG2p6oqbx6c0Tct991xGhcDePMXZmG+9dgNrE9LYEttAllrpXUVShZ+TtiUS1ZDElo013Dw7I9KKvSJht60IKGZ5zJXLh4K+j7QQqSNN3fYMQSrC2ERERjG0sN3sSGNHpBSr1Zq2Ec3krVsndH1gXhzKw0KJZjFJMurO0/QjNtVYJRixpusZRoPREXvzAmUc126cEinFfJawv0hYbRsO92c01cB6u2X0jtWqRMeWk7Mt8zwhS1JcYomtmabZOc7GGOcYT1ZYHbFYFDAGmrYDPESO16+fkRUDzkYUqRVv8OiZ5TOsjlhvt1B1LGYZXTdgI0PwwhZtup6m6Wi6jiRNcTYiKHGI1LVgzLQ2dANoY5ktEtq6uT1kUWFiXAaJVu0HNl03ZRa1Qobq/RQzIX25JEku4MgRAR9GxnNE2yDot3NWalXV+HEkTTLCCFku9+ZmXVIUBYMfiZ1hDF6kZCowTu6ysqzEHeU9e3t7+HEgS1LqpiVN09tgBwXei1TOmIg8SlBa9JV9N+D9QNNFt+Ndv/ea+L3F2z/+f30gGGOmCVQ0eYfNBTKrqhrqzhNNzpYoyCR6V1XMckGGey/VXKQlZCqKIIxSsqM8vh8ZwoBShrYbpyeNSHPCiBBCEOnBGDyn61IW5eBp2p512TB62NsrmOcpfe+nnoek44YxEKnAMHQM/ciuGTk8mBMbMFFE3XZEkcQf+KGnG0bONj273Y7loiBNpIQfvExaA0IAKfKM9XZH4hJip/Fjjw+BYVBsJ8dA1/foSLMoYpyz1HXLateQxJbVuiJPDYtZRt2Kpa2apuuKiCLPWCwK8jSh72tuHZ8S0CxmErHQtiJqH3xPUIq6aRm9ADACkq6WxhajFM6dB6Irur6h7Vrpu6DZVQ1GR8yLHOfEpO99IEklHpYxcOv4hKpu0MawKBKc0VM0JpxuKpQSI38aW2aZY0R8v1oJxDaaLGwy8RzYVj27ZiCJDfHEGqzbTtD4GuLYghLyiwqKqu0Yg2LoO4pMtka7usElMSYKeM9FXjXAZltRVQ2LRUGsNSBbNaUihiBthHiyc0rGsSIyjtjIdLLre8q2I7EZYezJ0pT1bkfiNEYLTzCJLV0vNKDj0zXGJgJ9dRYTiXU0TWNxXE0Wv6HvpSXRDzgbi7FhDNy4uQYNcZyQxRqtQEVaYhi0ERxe2dCPUhVarcUSa8BamfT2Qydur1iGmFrflsIJCHdCtBnhmwYUTdsT6QirJ5BuFBG8hEWJrVZAxOcRs9YafBgnuAIXzhs/SgGSOHfRRzwPnPPeU7fdBcBZAuFGwqgmsv8oig8lSgERpovlr2nqCVc4SgriIN+FhK7J35OoVOGhDn4gO18sFRchdNKrHoTlqAVZ8T/++LNvzdFijAm3owjGC1LOnQl/cJugw3Si7sx0uTOg5vx4I3nn/DinIp//2Z2vcf7r78h6ueN13uxn3Pn/5+/lja/xxvfxVo435tic/975778RV3QnXegCPnrHuTo/33e+7p0/585AsTf7fG88J3f++s3+3hv/zp3v4Xt95jc7z292Xr7bn3+31z3/+W92nNvo3khtuvNz/E2PN7sW7jyH/zvc1Fs53ni9nn8vbzzeeG1/r/vt746/3hFCeGuOljsvBK0173jHO3j++ecFChsCJycnAGRZxj/+x//44kt94YUXeOGFFy6+vDcuRm/yBr9j8bzzgnzjxX7nzf3tIVq3f+/O17jzeON7On/dO//932SReLMF6M5F/LsdSikeeughXnzxxe94zUcffZQrV65828948cUX6bqO7/u+77v4/XEcOT095fOf//y3fe4syzg6OuLll1/GWsv999/PSy+9xN1338373vc+Pve5z7FerwF4+OGH+drXvvZt59U5xz333IP3nhs3btA0DXfddRc/8AM/8G2fa7vd8tnPfvbiMz/wwAN861vf+o688Df7Lr/XeXnjr9/4b+68Lr8tNIq//QPu/H1/twXq//Rxfl4u8pin7/H8ervzWnrjInr+777XvfV3x9/8+N+m+Z1/EVeuXOFHfuRH+NjHPjYRsAXI+W//7b/lrrvu4rHHHuO///f/znw+58Mf/jC/+Zu/+W1P2cPDQ973vvfx9NNP473nscce47nnnuP69es88MADvPLKKwD80A/9EDdu3OD555/nAx/4AHVd85WvfIXv//7vxxjDF7/4Rd7znvcwm834/Oc/zzve8Q7uvvtu/vRP/5TLly/z8MMP82d/9mfkec4jjzzC008/zTiOPPbYYzz77LNst1sef/xxXnrpJV5++WWiKOLee+/lW9/6Fo8//jh1XfPMM8/w9//+3yeKIr70pS8xjiMPPvgg3/jGN4jjmEuXLvHKK69w77338o53vIPPf/7zvOc976EoClarFS+88AKPPfYYf/EXf8GtW7fetNo6XxTf//738w//4T9ks9mglOI//af/xC/8wi9wcnLCD/7gD/Lnf/7nPPfcc3z4wx9ms9lw48YNkiThr/7qr3jwwQf5sR/7Md71rnfxwAMPkOc5s9mMk5MTrLX8xm/8Bj/3cz/H1atXuXTpEs8++yxf/vKXefDBB/m5n/s5lssl999/P7vdjm984xt86lOf4umnn2Y+n/NP/+k/pWkafv/3f59XX32VD3zgA9x333389E//NH/wB3/AM888w0c+8hG+9a1v8cu//MusViseeeQRnnnmGeq65hOf+ASr1YorV67w+OOP86lPfeqvdeOeL0iXLl3iypUrfPnLX/6Ov5OmKcvlkmvXrn3HYvtWKzqlFP/sn/0zPv3pT7PZbC4WpjzPee9738uf//mf//+y8Dz00EO89NJL33avZFnGYrHg2rVrPPTQQxfXt/eet73tbXzjG98giiL29/cZ74Ch/N3C+H/m+GvxFLXW/Ot//a/5y7/8S37wB3+QP/mTPwGkogiTpu7KlSt86EMfwlrLV7/6VYCLBeeVV17hySef5Atf+AJPPvkk3nu+8pWv8MQTT/A7v/M7/Lt/9+948skn+dCHPsR2u+UnfuIn+Af/4B9QliV7e3u8973vBeDy5cscHx/zQz/0Q1y7do2PfvSj7O3tYYzhq1/9Kr/0S7/El770JZ588kmyLOOLX/wiTz75JOM48swzz/DEE0+w2+342te+xkc+8hF++7d/mw9/+MO8853v5LOf/exFhfWe97wHpRSXL1/mi1/8Io8++ii/8iu/wj//5/+cD33oQzz44IP81m/9Fr/4i7/Il770JZ544glmsxnee65fv84/+kf/iGeeeYYnn3ySf//v//2b3qjvf//7ede73kUIgd/93d/l6aefvviz2WzGyy+/zNnZGcMw8NRTT/Gud70LrTUPP/zwxU176dIldrsdv/M7v8N9993HYrHg3e9+N//5P/9nlFLs7+/z4Q9/mPV6zdWrVzk7O+Pxxx/nl3/5l9FaM5vN2O123HPPPdy4cYNvfvOb/MzP/Az/83/+z4uF3FrLE088QVmWHB4e8txzz3H58mU+//nP8/jjj5MkCQcHBwLo0LdBdeNEKf+X//Jf8h/+w3/4G1+YIQQ++tGPvumieGdlVBQFP/VTP8UnP/nJv3WF+Id/+Ic8+eSTfOITn/i2B9m/+Bf/gi996UsXtOfzQyl18UB9q8c5yPnORe2jH/0obdvyX/7Lf+HRRx/l5OSEX/qlX+L555/nF3/xF/n4xz/O3t4ev/qrv8onP/nJi2r9747/M8f3XBTvLM2HYeDg4IDVasVdd4nB//XXX+fy5ct87GMfwxjRRHVdx0MPPcRP/uRP8pnPfOaiqvzUpz7F1atXefbZZ/ngBz/IZz/7WX74h3+Y1WrFU089BcD169f50R/90YsBzRe+8AXe/va388gjj/Dwww/zla98hXvuuYeTkxO+/OUv89GPfpRHH32Up556isViwX/9r/+Vhx9+mGeeeYaf/Mmf5E/+5E/40R/9UX73d3+X2WzG888/zz333ENd11y9epW3v/3tLBYLttstR0dHfOELX+Dhhx/mve99Lw899BB/8Rd/wV133cU/+Sf/hOeee44oivjc5z7H3XfffUEX/9znPscHP/hBfu3Xfo2Pf/zj/P7v/z4f//jHLz7fG/td58dXvvIVfvZnf5bVavUd53273fK//tf/4uDggNdff52jo6OLKqIoCv7oj/6Ihx56iGeffZYf/uEfJoTAxz72MX7v936Pj3zkI7z73e/m05/+NM8//zxf/epX+e3f/m1+/dd/nd/7vd/j53/+57l+/TpZlvHUU0/x4osvct999/HjP/7jrNdrDg8Pufvuuy++/5/4iZ/gqaee4t577+W5557j0qVLhBC4fPnyxfv99Kc/zSOPPMJ2u+Uzn/kML774IpvNBmMMeZ5TliVPPPHEd+0/nj80/tt/+29sNhtCCBwfH3Pvvffyr/7Vv+KP//iP+chHPsKrr77K17/+de6++25WqxWf/vSn+eAHP8gTTzzBZz7zGf7Nv/k3/Nmf/Rnvfve7+f/aO/eoqqs9gX++HEWikIcdigAFNCUIRY0SR9DMysc1vZNZjWNk126zVk63mWap053MZU3TzMqaO1M5d62Z4K4ypxXXK1FZVyNELvgAGYwUT4AIIpoI4fOAjz1/7N/v9OOI4Otm5v6sdRb89tmP73599/7u/Tt7L1++3Bd/cHAwc+fOJSEhgaVLlzJr1iy8Xi8BAQFMmjSJsrIy3n33XVpaWoiIiOhiPh8/rs9IXLhwIbm5uSxYsICCggLS09N59dVX9dFUIvTv358nnniC22+/ne+++47AwEA++eQTQkNDCQoKIikpiY0bNzJlyhSKiopwuVxs376dqVOn+iYF48aN4/XXX6egoIAxY8Zw5MgR8vLyePbZZykrK6OiooL77rsPgEmTJvmWqPzXpg2XRkDvXvSIGB4ebl2F2JchQ4Zw6623MmTIEA4cOMCSJUvweDy+3emqqirWrl3L6dOnqa2tRUSIiooiKCiI9evXn3NET01N5a233qK5uZmIiIgu6WdnZ1NcXExGRkaXMOvWrePNN99kxowZDBs2jEOHDrF58+YuaYSEhBAbG8tHH33EypUrGTp0KDfccAP9+vXD7XYzfvx4QkNDfWmJCO+88w4lJSWMHz8er9dLZmYmI0eO1IUWcHaxBQQEEBYWRltbG3D2BpE/ERERBAQEUFdXd9Z3ffr0ISQkhPr6evr3709ISIhPtqKiIuLi4ti7dy+JiYm+tO3BKzc3l6VLl7Jp0yYAIiMjycrKorKykunTp1NcXAzoK0YbGxtJS0tj9OjRVFVVAbBmzRrS09N95uOuXbvYsmULIkJkZCQej4fAwEDcbrcvb7Gxsezfv5+BAwdyzz33MHbsWPr27dslTx0dHcybN4+TJ09y8OBB5s2bR0hICHV1dWRlZREfH0+H9Tt5O687d+7E4/EQFhaGiFBWVuYbvOyBuaSkhMLCQtrb2/F4PNTV1emDDxxlPnToUFpaWsjOzsbtdhMcHMwtt9zCsGHDaGhowO12ExMT06X+nevKra2tfPDBB9x9991UVFQQHx9Pbm4ubW1tfPPNNwC43W7CwsJYvXo1q1atoqCggLvuuosvvviC6Oho8vPzKSwsZN++fcTFxZGfn8/OnTsJCQlBKcXmzZv58ssv2bFjh0+OPn36EBwczNtvv01qamqXNVav18uoUaOYOHEiSqk/y0bQtUqva4r23+rqasLDw2lqaqKqqorg4GBuvPFGX0W99tprREZGEhsby/Dhw32LwBkZGRQVFTF79mxaWlqIiYmhpKSEF154AY/HQ0hICCkpKdxxxx0UFhYyf/583wg5c+ZMTp48SV5eHtOmTUNEWLNmDffeey9z5szh448/Jj09nQULFlBYWEhWVhZ79+5l4MCBVFVVsWTJErZu3crs2bPp6OggJiaG/Px8MjMzKSkpoby8nMrKSpYvX05paSkPPvggHR0d5OXlMWXKFABWrlxJc3MzoaGhKKUYM2YMKSkpBAQEsH//fp5//nmKiop8sxsRYdOmTbz44ot8/fXX5xwAwsPDCQzUb9bb63oATU1NdHZ20tzczKhRo6ipqbHundDvcFZXV9PU1IRSij179vD0008THR3NgAEDGDRoEFFRUQwZMoTTp0+TmppKTk4OzzzzDBUVFTQ0NHDTTTcRFBRES0sLjY2NTJ48Wf9CIySEvn37Eh4eTnl5OQ888ABer5fOzk6ioqJQSrF7927i4uK47rrraG5u5vrrryc9PZ3q6mrOnDlDUlIStbW1vpsRvV4v1dXVJCUl0djYyIcffkhDQwOtra3k5uayb98+ampqyM/P9y0JZGRksHHjRm677TaSk5PZsWMHw4cPp7S0lKysLN8NiyNHjrRuZzxBW1sb999/PyUlJTz88MMkJyeTmZlJfX09jY2N7Nmzh4kTJxIdHU12djYul4vjx4/rU9yDglBK3689duxYSktLfW3eqYQeeeQRVq9ezcGDB1m2bBkrVqzA5XKRkZHBhg0bfGvbCQkJpKSk0L9/fzo7O1m0aBF79+7l0Ucfpby8nLa2Nurq6nz1bQ+e06ZNY/DgwWzbto0777yT1NRUVq9ezaxZs4iMjGTt2rWMGDGC5ORk3G43+fn5HDp06KxJguHS6fGVHJfLpUCbN4GBgaSkpCAiVFRUEBkZSVpaGvn5+YCu3LS0NBISEsjLy/ON+vbpui6XyzcC289nzujrSvUvI/Tpwn2sH8jbfpTSL2/a61X2KcKAz91+lcf2b+9I21ci2u9Y2uHt9Gxzw74lzL471u7UoC+Od+7y2bO/U6f0e3HO14js9Ow47fx1V8Yul4sRI0bQ2trKhAkTfDOz9evXk5iYSHR0dJdZS1VVFceOHaOpqYkjR44gIkybNs1342J0dHSXXcsTJ05QW1uLx+MhMTGRkydP8tVXXzFo0CAOHz5MfHw85eXl+uKwsDDGjRtHQUEB06dP99WVXa81NTXs27fP1wHtumtvb6exsZFt27YhIiQnJ+PxeOi0zpgEPYsdMWIElZWV2G3Jdj/XTq+962rXi50nuw3Yfp2vb9nmo72M4zQl7bB2Xfm/4WDHl5qaSmVlZRc/tqwBAQEEBQXx1FNPUVRUxNatW7u0sdjYWObOnYtSivfff983cDnb4JgxY0hNTSU7O5v4+HhmzpzJtm3b+PTTT31lbqftcumzC233U6dO+dzt3X1n+zObLBdGT6/k9KgURcSUtMHgoF+/fnR0dHT7nT3zdw4KTpwKzmVd2+lcMjD8cBilaM+kd4IAAAeCSURBVDAYDA4uWikaDAbDtcZ57T4bDAbDtYJRigaDweDAKEWDwWBwYJSiwWAwODBK0fBnR0SWikjNuZ5/yLSvNCISJyJKRMZdaVkM3WOUoh8icrOIeEVkv4j07T3E1YWIjLM6ZdwVFOM1YMxPMK2rDhE5JSKPX2k5fkwYpXg2TwCfAIeAGVdYlp8kSqmjSqmWn1paVxMi0vPtTdcwRik6EJEA4EkgB/gd8MvzCDPBmnlNFZFSETkhIuUikmx9ikXkuIhsEZEkR7hwEXlPRBqsMLtE5Dlx/L5MRHJEZL2I/FJE9ojIYRHJExF3LzLNEJEKK93vrLRHWrPDjZa33ZbchVaYUSKyVkS+FZGjIrJVRCb7xVsvIstE5Dci0ioiB0TkNRFxOfz0E5EVItIuIm0isgLo5xdPt+a0JXe1iBwTkS9FZLBfuEdFpNaayZeIyM96M0UvNq1u4rlXRAqtfLeLyAYRubOnMFa42VZ6XhEpAYZ342eIiPzeqqs2EfmjiKQ4vu8vItmW9dIhIo0i8rpfHH9r5ccrIt+IyK9FpI/j+3oReVlE3haRQ8CfRKQecAHZVjmal5bh+7PpzEcBTAa+RR+UEQV0Agm9hJmAvmGxApgIJAGlwHagCLgHuA0oBjY7wt0MLAJGAfHAXwNHgXkOPzlAO7AKuB0YC+wBfteDPDdbci+04r0N+CsgBd0BHrDkTbP8RjjykWXJPxR42YpnqCPueqANWAzcCjwMnPKT+Q2rDGcAiWjz9TBQ4/CztJvnY8BnwGhghFWeGxx+RgNnLLmGATOBGisv43oojwtO6xzx/Bx4yCqbZOC/gVZgQA9hRloy/4sl818Cu50yAzcB+4EVVh0NA/4Tbam4LT//AVQCdwEDrXbwpF+e9lgyxgNTgQbgJb+6O2z5HWrVs9uqv19ZbeHmK90HfwyfKy7Aj+kD/AF4w/H8KfBKL2EmWI18psPtIcvtQYfbzy23G3qI6zfAOsdzDnAQ6OdwWww09xDHSCuduHN8P66n7/38VgK/djzXAx/5+fkMWGX9fz3gdXZYy72sG8Xk/3zKVgKW2yOWQgmynlcCG/3i/RsuTin2mNZ5tpUA9AAxpwc/7wElfm4L6KoUlwKb/PwIUAs8az3nATnnSCMYOA5M9nN/DPjOr+6+6Cb8KeDxy9mPrvaPMZ8tRCQK+BnabLbJAeY5zZAeqHT8v9/6u70bt0grvQARWSwi/yciLSJyFN3JB/nFu1Mp5TyBoAk9uzgX24HPgSoR+YOI/EpEYnsTXkTclmlVbZlxR9EzIn95/I/CdsozGG0ql/j5Ke4tfWCfUuqgX7yCVV7omc0mvzCl5xHvxaR1FiISLyLvWqbwYfSsK5Szy8dJEvAnPzf/skgDRltLFketcj8CxKFn4wBvA7NEpMpaupgieqkHdB1dB/zeL47fAqF+Sy1bepDVYHE+nf1a4Rfo8iiTrneq2Cbn6l7CO8+qVz242Y35OeAfgb8HtqE7wt8B0/zi9T9yRaE7cLcopU6LyBR0Z5sEPAi8KiIPKaU+7kH+HLRpthBt4p0A/hfwX5DvTh47T+Jwu1C6ixe6rntfrjWv80nLn4+BFuBpoNGKo5izy8eJ0LvMAcAX6BmkP+0ASqnPRWQgcD/aMnkP+EpE7nHI/BDg6SaOVsf/x3qRxYBRioBvg2U+8Ap6/c7JIvSGS29K8ULJBD5TSv2PQ45be/B/3ihtF22xPq+IyGfAPHTHthWCyy9YJrBQKfWRJcv1QAJQdQFJ11jx/wWww+E+9kLz0A07gHQ/tx/kVRsRGYCe9U1VSn1uucXQw8zS4mt0WTjxfy4DHgealFInzhWRUqoV3TZXiUg2epacZKXhRa99f3peGepKJ2e3hWsaoxQ1k9GzpN8qpbrcQmQ1wHUiEqeUqr+Mae4C5orI3Wjz7TH0QnrbpUQqImPRmzt/BJrRJthwwFa+e9DrZ1NF5AOgQynVbskzR0SK0Z1kGRfYWZRSx0Tkv4CXReSAFecv0Bsu315KvoDXga0isgw9U0pEz7bh8s0gz0Ubem33SRGpBQYA/4aeTffEG2iZ/xm9LJPM9zLbvIkuozUi8jJ6FhoDTAE+UUqVWOHL0QrwDDAHvSnXoJQ6KiKvoAc/gHXofp0CjFRKLepFxt3A3SKyFuhU5vUls6Zo8RR6Z7i7a9k2oDvE/Muc5ktW3HnoUT8cvct4qbSjZ1R5wDfAO+hNipcAlFIH0Gb7YrTSzLPCzUO3hy3AGvQGytaLSH+xFf5dK64w4K2Ly8r3KKXK0cpgDvAVOg//ZH3tvdT4e0n7DNo8HYxes80B/h1dfj2FK0fv/D+ClnkxeonE6ecAur5a0NbILnR9DXLE70UPUuXomeVwYIo1mKGUesmKdz56bbvYeq4/j+w9h96F341u59c85jxFw1WLiDwGZKNfizn7WkSD4SIw5rPhqkFE/gH4Er15kAb8K/ChUYiGy4lRioarieFocy8Cvfb2HvDiFZXI8JPDmM8Gg8HgwGy0GAwGgwOjFA0Gg8GBUYoGg8HgwChFg8FgcGCUosFgMDgwStFgMBgc/D+W/jhJb7fNrwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://wgj1119.cognitiveservices.azure.com/\"\n",
    "subscription_key = \"6fdd2ccca89448e7ae1c29852f6553b2\"\n",
    "\n",
    "analyze_url = endpoint + \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \" http://huangnanhui.gitee.io/api-job/image/ycrw.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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